{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:24.074451Z",
     "start_time": "2017-06-04T02:07:22.267679Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
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   "outputs": [],
   "source": [
    "# must go first \n",
    "%matplotlib inline \n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "# plotting\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_context(\"poster\", font_scale=1.3)\n",
    "import folium\n",
    "\n",
    "# system packages \n",
    "import os, sys\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# basic wrangling \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# eda tools \n",
    "import pivottablejs\n",
    "import missingno as msno\n",
    "import pandas_profiling\n",
    "\n",
    "# interactive \n",
    "import ipywidgets as widgets\n",
    "\n",
    "# more technical eda\n",
    "import sklearn\n",
    "import scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:24.081079Z",
     "start_time": "2017-06-04T02:07:24.076022Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "sys.path.append('../../scripts/')\n",
    "\n",
    "from aqua_helper import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:24.089021Z",
     "start_time": "2017-06-04T02:07:24.082684Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "# mpl_update = {'font.size':16,\n",
    "#               'xtick.labelsize':14,\n",
    "#               'ytick.labelsize':14,\n",
    "#               'figure.figsize':[12.0,8.0],\n",
    "#               'axes.color_cycle':['#0055A7', '#2C3E4F', '#26C5ED', '#00cc66', '#D34100', '#FF9700','#091D32'], \n",
    "#               'axes.labelsize':16,\n",
    "#               'axes.labelcolor':'#677385',\n",
    "#               'axes.titlesize':20,\n",
    "#               'lines.color':'#0055A7',\n",
    "#               'lines.linewidth':3,\n",
    "#               'text.color':'#677385'}\n",
    "# mpl.rcParams.update(mpl_update)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 评估每个变量与目标之间的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二维绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "CATEGORICAL X CATEGORICAL\n",
    "* [Heat map of contingency table](http://seaborn.pydata.org/generated/seaborn.heatmap.html?highlight=heatmap#seaborn.heatmap) \n",
    "* [Multiple bar plots](http://seaborn.pydata.org/tutorial/categorical.html?highlight=bar%20plot#bar-plots) \n",
    "\n",
    "CATEGORICAL X CONTINUOUS \n",
    "* [Box plots](http://seaborn.pydata.org/generated/seaborn.boxplot.html#seaborn.boxplot) of continuous for each category\n",
    "* [Violin plots](http://seaborn.pydata.org/examples/simple_violinplots.html) of continuous distribution for each category\n",
    "* Overlaid [histograms](http://seaborn.pydata.org/tutorial/distributions.html#histograms) (if 3 or less categories)\n",
    "\n",
    "CONTINUOUS X CONTINOUS \n",
    "* [Scatter plots](http://seaborn.pydata.org/examples/marginal_ticks.html?highlight=scatter) \n",
    "* [Hexibin plots](http://seaborn.pydata.org/tutorial/distributions.html#hexbin-plots)\n",
    "* [Joint kernel density estimation plots](http://seaborn.pydata.org/tutorial/distributions.html#kernel-density-estimation)\n",
    "* [Correlation matrix heatmap](http://seaborn.pydata.org/examples/network_correlations.html?highlight=correlation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:24.638495Z",
     "start_time": "2017-06-04T02:07:24.090416Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2013-2017</th>\n",
       "      <th>accounted_flow</th>\n",
       "      <th>accounted_flow_border_rivers</th>\n",
       "      <th>agg_to_gdp</th>\n",
       "      <th>arable_land</th>\n",
       "      <th>avg_annual_rain_depth</th>\n",
       "      <th>avg_annual_rain_vol</th>\n",
       "      <th>cultivated_area</th>\n",
       "      <th>dam_capacity_per_capita</th>\n",
       "      <th>dependency_ratio</th>\n",
       "      <th>flood_occurence</th>\n",
       "      <th>...</th>\n",
       "      <th>total_flow_border_rivers</th>\n",
       "      <th>total_pop</th>\n",
       "      <th>total_pop_access_drinking</th>\n",
       "      <th>total_renewable</th>\n",
       "      <th>total_renewable_groundwater</th>\n",
       "      <th>total_renewable_per_capita</th>\n",
       "      <th>total_renewable_surface</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>urban_pop_access_drinking</th>\n",
       "      <th>water_total_external_renewable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>19.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>22.6000</td>\n",
       "      <td>7771.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>213.5000</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>61.760</td>\n",
       "      <td>28.7200</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>33.400</td>\n",
       "      <td>32527.00</td>\n",
       "      <td>55.3</td>\n",
       "      <td>65.3300</td>\n",
       "      <td>10.650</td>\n",
       "      <td>2008.00</td>\n",
       "      <td>55.680</td>\n",
       "      <td>8547.00</td>\n",
       "      <td>78.2</td>\n",
       "      <td>18.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>3.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0500</td>\n",
       "      <td>615.6</td>\n",
       "      <td>1485.0</td>\n",
       "      <td>42.6900</td>\n",
       "      <td>696.0</td>\n",
       "      <td>1391.000</td>\n",
       "      <td>10.9300</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2897.00</td>\n",
       "      <td>95.1</td>\n",
       "      <td>30.2000</td>\n",
       "      <td>6.200</td>\n",
       "      <td>10425.00</td>\n",
       "      <td>26.350</td>\n",
       "      <td>1835.00</td>\n",
       "      <td>94.9</td>\n",
       "      <td>3.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>0.390</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.0500</td>\n",
       "      <td>7469.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>212.0000</td>\n",
       "      <td>8439.0</td>\n",
       "      <td>209.300</td>\n",
       "      <td>3.5990</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39667.00</td>\n",
       "      <td>83.6</td>\n",
       "      <td>11.6700</td>\n",
       "      <td>1.517</td>\n",
       "      <td>294.20</td>\n",
       "      <td>10.150</td>\n",
       "      <td>28739.00</td>\n",
       "      <td>84.3</td>\n",
       "      <td>0.420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5239</td>\n",
       "      <td>2.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.4724</td>\n",
       "      <td>2.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.47</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.3156</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4479.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.90</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4900.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>1259.0000</td>\n",
       "      <td>5190.0</td>\n",
       "      <td>377.500</td>\n",
       "      <td>0.2695</td>\n",
       "      <td>1.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>25022.00</td>\n",
       "      <td>49.0</td>\n",
       "      <td>148.4000</td>\n",
       "      <td>58.000</td>\n",
       "      <td>5931.00</td>\n",
       "      <td>145.400</td>\n",
       "      <td>10052.00</td>\n",
       "      <td>75.4</td>\n",
       "      <td>0.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antigua and Barbuda</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.3720</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>0.4532</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65.350</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>91.82</td>\n",
       "      <td>97.9</td>\n",
       "      <td>0.0520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.83</td>\n",
       "      <td>97.9</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>584.200</td>\n",
       "      <td>67.940</td>\n",
       "      <td>8.3140</td>\n",
       "      <td>39200.0</td>\n",
       "      <td>591.0</td>\n",
       "      <td>1643.0000</td>\n",
       "      <td>40200.0</td>\n",
       "      <td>3031.000</td>\n",
       "      <td>66.6700</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>135.900</td>\n",
       "      <td>43417.00</td>\n",
       "      <td>99.1</td>\n",
       "      <td>876.2000</td>\n",
       "      <td>128.000</td>\n",
       "      <td>20181.00</td>\n",
       "      <td>860.200</td>\n",
       "      <td>38677.00</td>\n",
       "      <td>99.0</td>\n",
       "      <td>584.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>0.910</td>\n",
       "      <td>0.910</td>\n",
       "      <td>19.3500</td>\n",
       "      <td>447.5</td>\n",
       "      <td>562.0</td>\n",
       "      <td>16.7100</td>\n",
       "      <td>505.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.7100</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>1.820</td>\n",
       "      <td>3018.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7.7690</td>\n",
       "      <td>4.311</td>\n",
       "      <td>2574.00</td>\n",
       "      <td>4.858</td>\n",
       "      <td>1874.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.3840</td>\n",
       "      <td>46957.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>4134.0000</td>\n",
       "      <td>47307.0</td>\n",
       "      <td>3245.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>23969.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>492.0000</td>\n",
       "      <td>72.000</td>\n",
       "      <td>20527.00</td>\n",
       "      <td>440.000</td>\n",
       "      <td>21393.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>22.700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3300</td>\n",
       "      <td>1352.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>93.1100</td>\n",
       "      <td>1417.0</td>\n",
       "      <td>249.000</td>\n",
       "      <td>29.2100</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8545.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>77.7000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>9093.00</td>\n",
       "      <td>77.700</td>\n",
       "      <td>5645.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>22.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azerbaijan</th>\n",
       "      <td>26.560</td>\n",
       "      <td>1.180</td>\n",
       "      <td>6.7910</td>\n",
       "      <td>1926.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>38.7100</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>2204.000</td>\n",
       "      <td>76.6000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.360</td>\n",
       "      <td>9754.00</td>\n",
       "      <td>87.0</td>\n",
       "      <td>34.6800</td>\n",
       "      <td>6.510</td>\n",
       "      <td>3555.00</td>\n",
       "      <td>32.520</td>\n",
       "      <td>5250.00</td>\n",
       "      <td>94.7</td>\n",
       "      <td>26.560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahamas</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.7680</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>17.9300</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>388.00</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1804.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>321.20</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahrain</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.3004</td>\n",
       "      <td>1.6</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.0640</td>\n",
       "      <td>4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.5500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1377.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.112</td>\n",
       "      <td>84.24</td>\n",
       "      <td>0.004</td>\n",
       "      <td>1207.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bangladesh</th>\n",
       "      <td>1122.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.5100</td>\n",
       "      <td>7669.0</td>\n",
       "      <td>2666.0</td>\n",
       "      <td>393.6000</td>\n",
       "      <td>8499.0</td>\n",
       "      <td>40.230</td>\n",
       "      <td>91.4400</td>\n",
       "      <td>4.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>160996.00</td>\n",
       "      <td>86.9</td>\n",
       "      <td>1227.0000</td>\n",
       "      <td>21.120</td>\n",
       "      <td>7621.00</td>\n",
       "      <td>1206.000</td>\n",
       "      <td>54984.00</td>\n",
       "      <td>86.5</td>\n",
       "      <td>1122.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbados</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.4440</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>0.6115</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>284.20</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>0.074</td>\n",
       "      <td>281.50</td>\n",
       "      <td>0.008</td>\n",
       "      <td>90.48</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belarus</th>\n",
       "      <td>23.900</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.7960</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>128.3000</td>\n",
       "      <td>5788.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.2800</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9496.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>57.9000</td>\n",
       "      <td>15.900</td>\n",
       "      <td>6097.00</td>\n",
       "      <td>57.900</td>\n",
       "      <td>7099.00</td>\n",
       "      <td>99.9</td>\n",
       "      <td>23.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>6.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6162</td>\n",
       "      <td>817.0</td>\n",
       "      <td>847.0</td>\n",
       "      <td>25.8600</td>\n",
       "      <td>839.3</td>\n",
       "      <td>12.770</td>\n",
       "      <td>34.4300</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11299.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>18.3000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>1620.00</td>\n",
       "      <td>18.300</td>\n",
       "      <td>10944.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belize</th>\n",
       "      <td>6.474</td>\n",
       "      <td>0.432</td>\n",
       "      <td>15.5200</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1705.0</td>\n",
       "      <td>39.1600</td>\n",
       "      <td>110.0</td>\n",
       "      <td>338.700</td>\n",
       "      <td>29.7900</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.864</td>\n",
       "      <td>359.30</td>\n",
       "      <td>99.5</td>\n",
       "      <td>21.7300</td>\n",
       "      <td>7.510</td>\n",
       "      <td>60479.00</td>\n",
       "      <td>21.730</td>\n",
       "      <td>152.80</td>\n",
       "      <td>98.9</td>\n",
       "      <td>6.474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benin</th>\n",
       "      <td>16.090</td>\n",
       "      <td>16.090</td>\n",
       "      <td>23.1900</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>119.2000</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>2.160</td>\n",
       "      <td>60.9700</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>32.190</td>\n",
       "      <td>10880.00</td>\n",
       "      <td>77.9</td>\n",
       "      <td>26.3900</td>\n",
       "      <td>1.800</td>\n",
       "      <td>2426.00</td>\n",
       "      <td>26.090</td>\n",
       "      <td>4782.00</td>\n",
       "      <td>85.2</td>\n",
       "      <td>16.090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bhutan</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>17.0600</td>\n",
       "      <td>100.2</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>84.4600</td>\n",
       "      <td>112.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>4.7</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>774.80</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0000</td>\n",
       "      <td>8.100</td>\n",
       "      <td>100671.00</td>\n",
       "      <td>78.000</td>\n",
       "      <td>300.10</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bolivia (Plurinational State of)</th>\n",
       "      <td>270.500</td>\n",
       "      <td>11.500</td>\n",
       "      <td>12.9900</td>\n",
       "      <td>4472.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>1259.0000</td>\n",
       "      <td>4704.0</td>\n",
       "      <td>55.490</td>\n",
       "      <td>47.1300</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>15.000</td>\n",
       "      <td>10725.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>574.0000</td>\n",
       "      <td>130.000</td>\n",
       "      <td>53520.00</td>\n",
       "      <td>547.900</td>\n",
       "      <td>7553.00</td>\n",
       "      <td>96.7</td>\n",
       "      <td>270.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bosnia and Herzegovina</th>\n",
       "      <td>2.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.1040</td>\n",
       "      <td>1011.0</td>\n",
       "      <td>1028.0</td>\n",
       "      <td>52.6400</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>764.300</td>\n",
       "      <td>5.3330</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>3810.00</td>\n",
       "      <td>99.9</td>\n",
       "      <td>37.5000</td>\n",
       "      <td>11.570</td>\n",
       "      <td>9843.00</td>\n",
       "      <td>36.340</td>\n",
       "      <td>1519.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>2.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Botswana</th>\n",
       "      <td>9.840</td>\n",
       "      <td>0.800</td>\n",
       "      <td>2.4080</td>\n",
       "      <td>399.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>242.0000</td>\n",
       "      <td>401.0</td>\n",
       "      <td>200.600</td>\n",
       "      <td>80.3900</td>\n",
       "      <td>2.1</td>\n",
       "      <td>...</td>\n",
       "      <td>1.600</td>\n",
       "      <td>2262.00</td>\n",
       "      <td>96.2</td>\n",
       "      <td>12.2400</td>\n",
       "      <td>1.700</td>\n",
       "      <td>5411.00</td>\n",
       "      <td>10.640</td>\n",
       "      <td>1181.00</td>\n",
       "      <td>99.2</td>\n",
       "      <td>9.840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>2986.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.2150</td>\n",
       "      <td>80017.0</td>\n",
       "      <td>1761.0</td>\n",
       "      <td>14995.0000</td>\n",
       "      <td>86589.0</td>\n",
       "      <td>3370.000</td>\n",
       "      <td>34.5300</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>207848.00</td>\n",
       "      <td>98.1</td>\n",
       "      <td>8647.0000</td>\n",
       "      <td>645.600</td>\n",
       "      <td>41603.00</td>\n",
       "      <td>8647.000</td>\n",
       "      <td>174508.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2986.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brunei Darussalam</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.7258</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2722.0</td>\n",
       "      <td>15.7100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>106.300</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>423.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>0.100</td>\n",
       "      <td>20085.00</td>\n",
       "      <td>8.500</td>\n",
       "      <td>330.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bulgaria</th>\n",
       "      <td>0.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.1380</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>67.4900</td>\n",
       "      <td>3613.0</td>\n",
       "      <td>911.600</td>\n",
       "      <td>1.4080</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>179.000</td>\n",
       "      <td>7150.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>21.3000</td>\n",
       "      <td>6.400</td>\n",
       "      <td>2979.00</td>\n",
       "      <td>20.400</td>\n",
       "      <td>5260.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burkina Faso</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.9400</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>205.1000</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>294.800</td>\n",
       "      <td>7.4070</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18106.00</td>\n",
       "      <td>82.3</td>\n",
       "      <td>13.5000</td>\n",
       "      <td>9.500</td>\n",
       "      <td>745.60</td>\n",
       "      <td>9.000</td>\n",
       "      <td>5349.00</td>\n",
       "      <td>97.5</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>2.476</td>\n",
       "      <td>2.350</td>\n",
       "      <td>42.8900</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>35.4600</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.7500</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>4.700</td>\n",
       "      <td>11179.00</td>\n",
       "      <td>75.9</td>\n",
       "      <td>12.5400</td>\n",
       "      <td>7.470</td>\n",
       "      <td>1122.00</td>\n",
       "      <td>12.540</td>\n",
       "      <td>1304.00</td>\n",
       "      <td>91.1</td>\n",
       "      <td>2.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cabo Verde</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.7240</td>\n",
       "      <td>55.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>0.9188</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>520.50</td>\n",
       "      <td>91.7</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>0.124</td>\n",
       "      <td>576.40</td>\n",
       "      <td>0.181</td>\n",
       "      <td>333.10</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cambodia</th>\n",
       "      <td>355.500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.2500</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>344.7000</td>\n",
       "      <td>3955.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.6700</td>\n",
       "      <td>3.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15578.00</td>\n",
       "      <td>75.5</td>\n",
       "      <td>476.1000</td>\n",
       "      <td>17.600</td>\n",
       "      <td>30562.00</td>\n",
       "      <td>471.500</td>\n",
       "      <td>3249.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>355.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swaziland</th>\n",
       "      <td>1.870</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.8900</td>\n",
       "      <td>175.0</td>\n",
       "      <td>788.0</td>\n",
       "      <td>13.6800</td>\n",
       "      <td>190.0</td>\n",
       "      <td>454.500</td>\n",
       "      <td>41.4600</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1287.00</td>\n",
       "      <td>74.1</td>\n",
       "      <td>4.5100</td>\n",
       "      <td>0.660</td>\n",
       "      <td>3504.00</td>\n",
       "      <td>4.510</td>\n",
       "      <td>273.90</td>\n",
       "      <td>93.6</td>\n",
       "      <td>1.870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>3.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3680</td>\n",
       "      <td>2588.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>279.2000</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>3677.000</td>\n",
       "      <td>1.7240</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9779.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>174.0000</td>\n",
       "      <td>20.000</td>\n",
       "      <td>17793.00</td>\n",
       "      <td>173.000</td>\n",
       "      <td>8319.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>13.100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6859</td>\n",
       "      <td>400.2</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>63.4600</td>\n",
       "      <td>425.7</td>\n",
       "      <td>402.800</td>\n",
       "      <td>24.4900</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8299.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>53.5000</td>\n",
       "      <td>2.500</td>\n",
       "      <td>6447.00</td>\n",
       "      <td>53.500</td>\n",
       "      <td>6089.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Syrian Arab Republic</th>\n",
       "      <td>17.340</td>\n",
       "      <td>1.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>46.6700</td>\n",
       "      <td>5733.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.3600</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>18.000</td>\n",
       "      <td>18502.00</td>\n",
       "      <td>90.1</td>\n",
       "      <td>16.8000</td>\n",
       "      <td>6.174</td>\n",
       "      <td>908.00</td>\n",
       "      <td>12.630</td>\n",
       "      <td>12837.00</td>\n",
       "      <td>92.3</td>\n",
       "      <td>9.670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tajikistan</th>\n",
       "      <td>13.310</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.4100</td>\n",
       "      <td>730.0</td>\n",
       "      <td>691.0</td>\n",
       "      <td>97.6900</td>\n",
       "      <td>870.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.3400</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8482.00</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21.9100</td>\n",
       "      <td>6.000</td>\n",
       "      <td>2583.00</td>\n",
       "      <td>18.910</td>\n",
       "      <td>2306.00</td>\n",
       "      <td>93.1</td>\n",
       "      <td>-41.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thailand</th>\n",
       "      <td>214.100</td>\n",
       "      <td>214.100</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>16810.0</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>832.3000</td>\n",
       "      <td>21310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.8100</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>480.000</td>\n",
       "      <td>67959.00</td>\n",
       "      <td>97.8</td>\n",
       "      <td>438.6000</td>\n",
       "      <td>41.900</td>\n",
       "      <td>6454.00</td>\n",
       "      <td>427.400</td>\n",
       "      <td>33952.00</td>\n",
       "      <td>97.6</td>\n",
       "      <td>214.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The former Yugoslav Republic of Macedonia</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.1600</td>\n",
       "      <td>414.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>15.9100</td>\n",
       "      <td>452.0</td>\n",
       "      <td>1102.000</td>\n",
       "      <td>15.6200</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2078.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3080.00</td>\n",
       "      <td>6.400</td>\n",
       "      <td>1204.00</td>\n",
       "      <td>99.8</td>\n",
       "      <td>1.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timor-Leste</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.1800</td>\n",
       "      <td>155.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>22.3000</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1185.00</td>\n",
       "      <td>71.9</td>\n",
       "      <td>8.2150</td>\n",
       "      <td>0.886</td>\n",
       "      <td>6932.00</td>\n",
       "      <td>8.129</td>\n",
       "      <td>384.30</td>\n",
       "      <td>95.2</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Togo</th>\n",
       "      <td>3.200</td>\n",
       "      <td>0.000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>1168.0</td>\n",
       "      <td>66.3300</td>\n",
       "      <td>2820.0</td>\n",
       "      <td>235.000</td>\n",
       "      <td>21.7700</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7305.00</td>\n",
       "      <td>63.1</td>\n",
       "      <td>14.7000</td>\n",
       "      <td>5.700</td>\n",
       "      <td>2012.00</td>\n",
       "      <td>14.000</td>\n",
       "      <td>2866.00</td>\n",
       "      <td>91.4</td>\n",
       "      <td>3.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tokelau</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tonga</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.5000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>106.20</td>\n",
       "      <td>99.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.22</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trinidad and Tobago</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.4767</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>11.2900</td>\n",
       "      <td>47.0</td>\n",
       "      <td>52.570</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1360.00</td>\n",
       "      <td>95.1</td>\n",
       "      <td>3.8400</td>\n",
       "      <td>0.614</td>\n",
       "      <td>2824.00</td>\n",
       "      <td>3.740</td>\n",
       "      <td>113.70</td>\n",
       "      <td>95.1</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tunisia</th>\n",
       "      <td>0.320</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.8160</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>33.8700</td>\n",
       "      <td>5232.0</td>\n",
       "      <td>239.100</td>\n",
       "      <td>9.1010</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11254.00</td>\n",
       "      <td>97.7</td>\n",
       "      <td>4.6150</td>\n",
       "      <td>1.595</td>\n",
       "      <td>410.10</td>\n",
       "      <td>3.420</td>\n",
       "      <td>7510.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey</th>\n",
       "      <td>4.700</td>\n",
       "      <td>2.900</td>\n",
       "      <td>8.5900</td>\n",
       "      <td>20706.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>465.7000</td>\n",
       "      <td>23944.0</td>\n",
       "      <td>2000.000</td>\n",
       "      <td>1.5180</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>5.800</td>\n",
       "      <td>78666.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>211.6000</td>\n",
       "      <td>67.800</td>\n",
       "      <td>2690.00</td>\n",
       "      <td>171.800</td>\n",
       "      <td>56288.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-15.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkmenistan</th>\n",
       "      <td>45.360</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>78.5800</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0000</td>\n",
       "      <td>1.8</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5374.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.7700</td>\n",
       "      <td>0.405</td>\n",
       "      <td>4609.00</td>\n",
       "      <td>24.360</td>\n",
       "      <td>2689.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuvalu</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.1600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9.92</td>\n",
       "      <td>97.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.92</td>\n",
       "      <td>98.3</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uganda</th>\n",
       "      <td>21.100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>24.7100</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>285.0000</td>\n",
       "      <td>9100.0</td>\n",
       "      <td>2050.000</td>\n",
       "      <td>35.1100</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>39032.00</td>\n",
       "      <td>79.0</td>\n",
       "      <td>60.1000</td>\n",
       "      <td>29.000</td>\n",
       "      <td>1540.00</td>\n",
       "      <td>60.100</td>\n",
       "      <td>6463.00</td>\n",
       "      <td>95.5</td>\n",
       "      <td>21.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ukraine</th>\n",
       "      <td>120.200</td>\n",
       "      <td>84.050</td>\n",
       "      <td>14.0400</td>\n",
       "      <td>32531.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>341.0000</td>\n",
       "      <td>33424.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.5700</td>\n",
       "      <td>2.4</td>\n",
       "      <td>...</td>\n",
       "      <td>168.100</td>\n",
       "      <td>44824.00</td>\n",
       "      <td>96.2</td>\n",
       "      <td>175.3000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>3911.00</td>\n",
       "      <td>170.300</td>\n",
       "      <td>31116.00</td>\n",
       "      <td>95.5</td>\n",
       "      <td>120.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Arab Emirates</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6595</td>\n",
       "      <td>37.5</td>\n",
       "      <td>78.0</td>\n",
       "      <td>6.5210</td>\n",
       "      <td>77.3</td>\n",
       "      <td>6.672</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>9157.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>0.120</td>\n",
       "      <td>16.38</td>\n",
       "      <td>0.150</td>\n",
       "      <td>8192.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>2.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6799</td>\n",
       "      <td>6234.0</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>297.2000</td>\n",
       "      <td>6279.0</td>\n",
       "      <td>81.460</td>\n",
       "      <td>1.3610</td>\n",
       "      <td>3.4</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>64716.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>147.0000</td>\n",
       "      <td>9.800</td>\n",
       "      <td>2271.00</td>\n",
       "      <td>146.200</td>\n",
       "      <td>52730.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Republic of Tanzania</th>\n",
       "      <td>12.270</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.5000</td>\n",
       "      <td>13500.0</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>1015.0000</td>\n",
       "      <td>15650.0</td>\n",
       "      <td>1949.000</td>\n",
       "      <td>12.7500</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>53470.00</td>\n",
       "      <td>55.6</td>\n",
       "      <td>96.2700</td>\n",
       "      <td>30.000</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>92.270</td>\n",
       "      <td>16528.00</td>\n",
       "      <td>77.2</td>\n",
       "      <td>12.270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States of America</th>\n",
       "      <td>251.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3340</td>\n",
       "      <td>154605.0</td>\n",
       "      <td>715.0</td>\n",
       "      <td>7030.0000</td>\n",
       "      <td>157205.0</td>\n",
       "      <td>2287.000</td>\n",
       "      <td>8.1790</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>321774.00</td>\n",
       "      <td>99.2</td>\n",
       "      <td>3069.0000</td>\n",
       "      <td>1383.000</td>\n",
       "      <td>9538.00</td>\n",
       "      <td>2913.000</td>\n",
       "      <td>265361.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>251.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uruguay</th>\n",
       "      <td>80.000</td>\n",
       "      <td>75.000</td>\n",
       "      <td>7.0480</td>\n",
       "      <td>2411.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>229.1000</td>\n",
       "      <td>2450.0</td>\n",
       "      <td>4997.000</td>\n",
       "      <td>46.4600</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>150.000</td>\n",
       "      <td>3432.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>172.2000</td>\n",
       "      <td>22.900</td>\n",
       "      <td>50175.00</td>\n",
       "      <td>172.200</td>\n",
       "      <td>3269.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uzbekistan</th>\n",
       "      <td>65.650</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.2600</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>92.1600</td>\n",
       "      <td>4770.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0700</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29893.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.8700</td>\n",
       "      <td>8.800</td>\n",
       "      <td>1635.00</td>\n",
       "      <td>42.070</td>\n",
       "      <td>10804.00</td>\n",
       "      <td>98.5</td>\n",
       "      <td>32.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanuatu</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.2000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>24.3800</td>\n",
       "      <td>145.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>264.60</td>\n",
       "      <td>94.5</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>4.377</td>\n",
       "      <td>37793.00</td>\n",
       "      <td>10.000</td>\n",
       "      <td>68.95</td>\n",
       "      <td>98.9</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela (Bolivarian Republic of)</th>\n",
       "      <td>520.000</td>\n",
       "      <td>25.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>2044.0</td>\n",
       "      <td>1864.0000</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>5066.000</td>\n",
       "      <td>39.2500</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>50.000</td>\n",
       "      <td>31108.00</td>\n",
       "      <td>93.1</td>\n",
       "      <td>1325.0000</td>\n",
       "      <td>227.000</td>\n",
       "      <td>42594.00</td>\n",
       "      <td>1303.000</td>\n",
       "      <td>27848.00</td>\n",
       "      <td>95.0</td>\n",
       "      <td>520.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Viet Nam</th>\n",
       "      <td>524.700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.9900</td>\n",
       "      <td>6410.0</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>602.7000</td>\n",
       "      <td>10232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.3500</td>\n",
       "      <td>3.8</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>93448.00</td>\n",
       "      <td>97.6</td>\n",
       "      <td>884.1000</td>\n",
       "      <td>71.420</td>\n",
       "      <td>9461.00</td>\n",
       "      <td>847.700</td>\n",
       "      <td>31372.00</td>\n",
       "      <td>99.1</td>\n",
       "      <td>524.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>88.1700</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.9</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>26832.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.1000</td>\n",
       "      <td>1.500</td>\n",
       "      <td>78.26</td>\n",
       "      <td>2.000</td>\n",
       "      <td>8837.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>24.600</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.4980</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>767.7000</td>\n",
       "      <td>3836.0</td>\n",
       "      <td>6236.000</td>\n",
       "      <td>23.4700</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16212.00</td>\n",
       "      <td>65.4</td>\n",
       "      <td>104.8000</td>\n",
       "      <td>47.000</td>\n",
       "      <td>6464.00</td>\n",
       "      <td>104.800</td>\n",
       "      <td>6351.00</td>\n",
       "      <td>85.6</td>\n",
       "      <td>24.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>7.740</td>\n",
       "      <td>7.740</td>\n",
       "      <td>12.5300</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>256.7000</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>6405.000</td>\n",
       "      <td>38.7000</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>39.900</td>\n",
       "      <td>15603.00</td>\n",
       "      <td>76.9</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>1282.00</td>\n",
       "      <td>19.000</td>\n",
       "      <td>4871.00</td>\n",
       "      <td>97.0</td>\n",
       "      <td>7.740</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "2013-2017                                  accounted_flow  \\\n",
       "country                                                     \n",
       "Afghanistan                                        19.000   \n",
       "Albania                                             3.300   \n",
       "Algeria                                             0.390   \n",
       "Andorra                                               NaN   \n",
       "Angola                                              0.400   \n",
       "Antigua and Barbuda                                 0.000   \n",
       "Argentina                                         584.200   \n",
       "Armenia                                             0.910   \n",
       "Australia                                           0.000   \n",
       "Austria                                            22.700   \n",
       "Azerbaijan                                         26.560   \n",
       "Bahamas                                             0.000   \n",
       "Bahrain                                             0.000   \n",
       "Bangladesh                                       1122.000   \n",
       "Barbados                                            0.000   \n",
       "Belarus                                            23.900   \n",
       "Belgium                                             6.300   \n",
       "Belize                                              6.474   \n",
       "Benin                                              16.090   \n",
       "Bhutan                                              0.000   \n",
       "Bolivia (Plurinational State of)                  270.500   \n",
       "Bosnia and Herzegovina                              2.000   \n",
       "Botswana                                            9.840   \n",
       "Brazil                                           2986.000   \n",
       "Brunei Darussalam                                   0.000   \n",
       "Bulgaria                                            0.300   \n",
       "Burkina Faso                                        1.000   \n",
       "Burundi                                             2.476   \n",
       "Cabo Verde                                          0.000   \n",
       "Cambodia                                          355.500   \n",
       "...                                                   ...   \n",
       "Swaziland                                           1.870   \n",
       "Sweden                                              3.000   \n",
       "Switzerland                                        13.100   \n",
       "Syrian Arab Republic                               17.340   \n",
       "Tajikistan                                         13.310   \n",
       "Thailand                                          214.100   \n",
       "The former Yugoslav Republic of Macedonia           1.000   \n",
       "Timor-Leste                                         0.000   \n",
       "Togo                                                3.200   \n",
       "Tokelau                                             0.000   \n",
       "Tonga                                               0.000   \n",
       "Trinidad and Tobago                                 0.000   \n",
       "Tunisia                                             0.320   \n",
       "Turkey                                              4.700   \n",
       "Turkmenistan                                       45.360   \n",
       "Tuvalu                                              0.000   \n",
       "Uganda                                             21.100   \n",
       "Ukraine                                           120.200   \n",
       "United Arab Emirates                                0.000   \n",
       "United Kingdom                                      2.000   \n",
       "United Republic of Tanzania                        12.270   \n",
       "United States of America                          251.000   \n",
       "Uruguay                                            80.000   \n",
       "Uzbekistan                                         65.650   \n",
       "Vanuatu                                             0.000   \n",
       "Venezuela (Bolivarian Republic of)                520.000   \n",
       "Viet Nam                                          524.700   \n",
       "Yemen                                               0.000   \n",
       "Zambia                                             24.600   \n",
       "Zimbabwe                                            7.740   \n",
       "\n",
       "2013-2017                                  accounted_flow_border_rivers  \\\n",
       "country                                                                   \n",
       "Afghanistan                                                       9.000   \n",
       "Albania                                                           0.000   \n",
       "Algeria                                                           0.000   \n",
       "Andorra                                                             NaN   \n",
       "Angola                                                            0.000   \n",
       "Antigua and Barbuda                                               0.000   \n",
       "Argentina                                                        67.940   \n",
       "Armenia                                                           0.910   \n",
       "Australia                                                         0.000   \n",
       "Austria                                                           0.000   \n",
       "Azerbaijan                                                        1.180   \n",
       "Bahamas                                                           0.000   \n",
       "Bahrain                                                           0.000   \n",
       "Bangladesh                                                        0.000   \n",
       "Barbados                                                          0.000   \n",
       "Belarus                                                           0.000   \n",
       "Belgium                                                           0.000   \n",
       "Belize                                                            0.432   \n",
       "Benin                                                            16.090   \n",
       "Bhutan                                                            0.000   \n",
       "Bolivia (Plurinational State of)                                 11.500   \n",
       "Bosnia and Herzegovina                                            0.000   \n",
       "Botswana                                                          0.800   \n",
       "Brazil                                                            0.000   \n",
       "Brunei Darussalam                                                 0.000   \n",
       "Bulgaria                                                          0.000   \n",
       "Burkina Faso                                                      0.000   \n",
       "Burundi                                                           2.350   \n",
       "Cabo Verde                                                        0.000   \n",
       "Cambodia                                                          0.000   \n",
       "...                                                                 ...   \n",
       "Swaziland                                                         0.000   \n",
       "Sweden                                                            0.000   \n",
       "Switzerland                                                       0.000   \n",
       "Syrian Arab Republic                                              1.250   \n",
       "Tajikistan                                                        0.000   \n",
       "Thailand                                                        214.100   \n",
       "The former Yugoslav Republic of Macedonia                         0.000   \n",
       "Timor-Leste                                                       0.000   \n",
       "Togo                                                              0.000   \n",
       "Tokelau                                                           0.000   \n",
       "Tonga                                                             0.000   \n",
       "Trinidad and Tobago                                               0.000   \n",
       "Tunisia                                                           0.000   \n",
       "Turkey                                                            2.900   \n",
       "Turkmenistan                                                      0.000   \n",
       "Tuvalu                                                            0.000   \n",
       "Uganda                                                            0.000   \n",
       "Ukraine                                                          84.050   \n",
       "United Arab Emirates                                              0.000   \n",
       "United Kingdom                                                    0.000   \n",
       "United Republic of Tanzania                                       0.000   \n",
       "United States of America                                          0.000   \n",
       "Uruguay                                                          75.000   \n",
       "Uzbekistan                                                        0.000   \n",
       "Vanuatu                                                           0.000   \n",
       "Venezuela (Bolivarian Republic of)                               25.000   \n",
       "Viet Nam                                                          0.000   \n",
       "Yemen                                                             0.000   \n",
       "Zambia                                                            0.000   \n",
       "Zimbabwe                                                          7.740   \n",
       "\n",
       "2013-2017                                  agg_to_gdp  arable_land  \\\n",
       "country                                                              \n",
       "Afghanistan                                   22.6000       7771.0   \n",
       "Albania                                       22.0500        615.6   \n",
       "Algeria                                       13.0500       7469.0   \n",
       "Andorra                                        0.5239          2.8   \n",
       "Angola                                            NaN       4900.0   \n",
       "Antigua and Barbuda                            2.3720          4.0   \n",
       "Argentina                                      8.3140      39200.0   \n",
       "Armenia                                       19.3500        447.5   \n",
       "Australia                                      2.3840      46957.0   \n",
       "Austria                                        1.3300       1352.0   \n",
       "Azerbaijan                                     6.7910       1926.0   \n",
       "Bahamas                                        1.7680          8.0   \n",
       "Bahrain                                        0.3004          1.6   \n",
       "Bangladesh                                    15.5100       7669.0   \n",
       "Barbados                                       1.4440         11.0   \n",
       "Belarus                                        7.7960       5670.0   \n",
       "Belgium                                        0.6162        817.0   \n",
       "Belize                                        15.5200         78.0   \n",
       "Benin                                         23.1900       2700.0   \n",
       "Bhutan                                        17.0600        100.2   \n",
       "Bolivia (Plurinational State of)              12.9900       4472.0   \n",
       "Bosnia and Herzegovina                         7.1040       1011.0   \n",
       "Botswana                                       2.4080        399.0   \n",
       "Brazil                                         5.2150      80017.0   \n",
       "Brunei Darussalam                              0.7258          5.0   \n",
       "Bulgaria                                       5.1380       3486.0   \n",
       "Burkina Faso                                  32.9400       6000.0   \n",
       "Burundi                                       42.8900       1200.0   \n",
       "Cabo Verde                                     7.7240         55.0   \n",
       "Cambodia                                      28.2500       3800.0   \n",
       "...                                               ...          ...   \n",
       "Swaziland                                      6.8900        175.0   \n",
       "Sweden                                         1.3680       2588.0   \n",
       "Switzerland                                    0.6859        400.2   \n",
       "Syrian Arab Republic                              NaN       4662.0   \n",
       "Tajikistan                                    27.4100        730.0   \n",
       "Thailand                                      10.5000      16810.0   \n",
       "The former Yugoslav Republic of Macedonia     11.1600        414.0   \n",
       "Timor-Leste                                   19.1800        155.0   \n",
       "Togo                                          41.0000       2650.0   \n",
       "Tokelau                                           NaN          0.0   \n",
       "Tonga                                         20.5000         18.0   \n",
       "Trinidad and Tobago                            0.4767         25.0   \n",
       "Tunisia                                        8.8160       2900.0   \n",
       "Turkey                                         8.5900      20706.0   \n",
       "Turkmenistan                                      NaN       1940.0   \n",
       "Tuvalu                                        22.1600          0.0   \n",
       "Uganda                                        24.7100       6900.0   \n",
       "Ukraine                                       14.0400      32531.0   \n",
       "United Arab Emirates                           0.6595         37.5   \n",
       "United Kingdom                                 0.6799       6234.0   \n",
       "United Republic of Tanzania                   30.5000      13500.0   \n",
       "United States of America                       1.3340     154605.0   \n",
       "Uruguay                                        7.0480       2411.0   \n",
       "Uzbekistan                                    18.2600       4400.0   \n",
       "Vanuatu                                       28.2000         20.0   \n",
       "Venezuela (Bolivarian Republic of)                NaN       2700.0   \n",
       "Viet Nam                                      16.9900       6410.0   \n",
       "Yemen                                             NaN       1248.0   \n",
       "Zambia                                         8.4980       3800.0   \n",
       "Zimbabwe                                      12.5300       4000.0   \n",
       "\n",
       "2013-2017                                  avg_annual_rain_depth  \\\n",
       "country                                                            \n",
       "Afghanistan                                                327.0   \n",
       "Albania                                                   1485.0   \n",
       "Algeria                                                     89.0   \n",
       "Andorra                                                      NaN   \n",
       "Angola                                                    1010.0   \n",
       "Antigua and Barbuda                                       1030.0   \n",
       "Argentina                                                  591.0   \n",
       "Armenia                                                    562.0   \n",
       "Australia                                                  534.0   \n",
       "Austria                                                   1110.0   \n",
       "Azerbaijan                                                 447.0   \n",
       "Bahamas                                                   1292.0   \n",
       "Bahrain                                                     83.0   \n",
       "Bangladesh                                                2666.0   \n",
       "Barbados                                                  1422.0   \n",
       "Belarus                                                    618.0   \n",
       "Belgium                                                    847.0   \n",
       "Belize                                                    1705.0   \n",
       "Benin                                                     1039.0   \n",
       "Bhutan                                                    2200.0   \n",
       "Bolivia (Plurinational State of)                          1146.0   \n",
       "Bosnia and Herzegovina                                    1028.0   \n",
       "Botswana                                                   416.0   \n",
       "Brazil                                                    1761.0   \n",
       "Brunei Darussalam                                         2722.0   \n",
       "Bulgaria                                                   608.0   \n",
       "Burkina Faso                                               748.0   \n",
       "Burundi                                                   1274.0   \n",
       "Cabo Verde                                                 228.0   \n",
       "Cambodia                                                  1904.0   \n",
       "...                                                          ...   \n",
       "Swaziland                                                  788.0   \n",
       "Sweden                                                     624.0   \n",
       "Switzerland                                               1537.0   \n",
       "Syrian Arab Republic                                       252.0   \n",
       "Tajikistan                                                 691.0   \n",
       "Thailand                                                  1622.0   \n",
       "The former Yugoslav Republic of Macedonia                  619.0   \n",
       "Timor-Leste                                               1500.0   \n",
       "Togo                                                      1168.0   \n",
       "Tokelau                                                      NaN   \n",
       "Tonga                                                        NaN   \n",
       "Trinidad and Tobago                                       2200.0   \n",
       "Tunisia                                                    207.0   \n",
       "Turkey                                                     593.0   \n",
       "Turkmenistan                                               161.0   \n",
       "Tuvalu                                                       NaN   \n",
       "Uganda                                                    1180.0   \n",
       "Ukraine                                                    565.0   \n",
       "United Arab Emirates                                        78.0   \n",
       "United Kingdom                                            1220.0   \n",
       "United Republic of Tanzania                               1071.0   \n",
       "United States of America                                   715.0   \n",
       "Uruguay                                                   1300.0   \n",
       "Uzbekistan                                                 206.0   \n",
       "Vanuatu                                                   2000.0   \n",
       "Venezuela (Bolivarian Republic of)                        2044.0   \n",
       "Viet Nam                                                  1821.0   \n",
       "Yemen                                                      167.0   \n",
       "Zambia                                                    1020.0   \n",
       "Zimbabwe                                                   657.0   \n",
       "\n",
       "2013-2017                                  avg_annual_rain_vol  \\\n",
       "country                                                          \n",
       "Afghanistan                                           213.5000   \n",
       "Albania                                                42.6900   \n",
       "Algeria                                               212.0000   \n",
       "Andorra                                                 0.4724   \n",
       "Angola                                               1259.0000   \n",
       "Antigua and Barbuda                                     0.4532   \n",
       "Argentina                                            1643.0000   \n",
       "Armenia                                                16.7100   \n",
       "Australia                                            4134.0000   \n",
       "Austria                                                93.1100   \n",
       "Azerbaijan                                             38.7100   \n",
       "Bahamas                                                17.9300   \n",
       "Bahrain                                                 0.0640   \n",
       "Bangladesh                                            393.6000   \n",
       "Barbados                                                0.6115   \n",
       "Belarus                                               128.3000   \n",
       "Belgium                                                25.8600   \n",
       "Belize                                                 39.1600   \n",
       "Benin                                                 119.2000   \n",
       "Bhutan                                                 84.4600   \n",
       "Bolivia (Plurinational State of)                     1259.0000   \n",
       "Bosnia and Herzegovina                                 52.6400   \n",
       "Botswana                                              242.0000   \n",
       "Brazil                                              14995.0000   \n",
       "Brunei Darussalam                                      15.7100   \n",
       "Bulgaria                                               67.4900   \n",
       "Burkina Faso                                          205.1000   \n",
       "Burundi                                                35.4600   \n",
       "Cabo Verde                                              0.9188   \n",
       "Cambodia                                              344.7000   \n",
       "...                                                        ...   \n",
       "Swaziland                                              13.6800   \n",
       "Sweden                                                279.2000   \n",
       "Switzerland                                            63.4600   \n",
       "Syrian Arab Republic                                   46.6700   \n",
       "Tajikistan                                             97.6900   \n",
       "Thailand                                              832.3000   \n",
       "The former Yugoslav Republic of Macedonia              15.9100   \n",
       "Timor-Leste                                            22.3000   \n",
       "Togo                                                   66.3300   \n",
       "Tokelau                                                    NaN   \n",
       "Tonga                                                      NaN   \n",
       "Trinidad and Tobago                                    11.2900   \n",
       "Tunisia                                                33.8700   \n",
       "Turkey                                                465.7000   \n",
       "Turkmenistan                                           78.5800   \n",
       "Tuvalu                                                     NaN   \n",
       "Uganda                                                285.0000   \n",
       "Ukraine                                               341.0000   \n",
       "United Arab Emirates                                    6.5210   \n",
       "United Kingdom                                        297.2000   \n",
       "United Republic of Tanzania                          1015.0000   \n",
       "United States of America                             7030.0000   \n",
       "Uruguay                                               229.1000   \n",
       "Uzbekistan                                             92.1600   \n",
       "Vanuatu                                                24.3800   \n",
       "Venezuela (Bolivarian Republic of)                   1864.0000   \n",
       "Viet Nam                                              602.7000   \n",
       "Yemen                                                  88.1700   \n",
       "Zambia                                                767.7000   \n",
       "Zimbabwe                                              256.7000   \n",
       "\n",
       "2013-2017                                  cultivated_area  \\\n",
       "country                                                      \n",
       "Afghanistan                                         7910.0   \n",
       "Albania                                              696.0   \n",
       "Algeria                                             8439.0   \n",
       "Andorra                                                2.8   \n",
       "Angola                                              5190.0   \n",
       "Antigua and Barbuda                                    5.0   \n",
       "Argentina                                          40200.0   \n",
       "Armenia                                              505.2   \n",
       "Australia                                          47307.0   \n",
       "Austria                                             1417.0   \n",
       "Azerbaijan                                          2160.0   \n",
       "Bahamas                                               12.0   \n",
       "Bahrain                                                4.6   \n",
       "Bangladesh                                          8499.0   \n",
       "Barbados                                              12.0   \n",
       "Belarus                                             5788.0   \n",
       "Belgium                                              839.3   \n",
       "Belize                                               110.0   \n",
       "Benin                                               3200.0   \n",
       "Bhutan                                               112.6   \n",
       "Bolivia (Plurinational State of)                    4704.0   \n",
       "Bosnia and Herzegovina                              1117.0   \n",
       "Botswana                                             401.0   \n",
       "Brazil                                             86589.0   \n",
       "Brunei Darussalam                                     11.0   \n",
       "Bulgaria                                            3613.0   \n",
       "Burkina Faso                                        6100.0   \n",
       "Burundi                                             1550.0   \n",
       "Cabo Verde                                            59.0   \n",
       "Cambodia                                            3955.0   \n",
       "...                                                    ...   \n",
       "Swaziland                                            190.0   \n",
       "Sweden                                              2597.0   \n",
       "Switzerland                                          425.7   \n",
       "Syrian Arab Republic                                5733.0   \n",
       "Tajikistan                                           870.0   \n",
       "Thailand                                           21310.0   \n",
       "The former Yugoslav Republic of Macedonia            452.0   \n",
       "Timor-Leste                                          230.0   \n",
       "Togo                                                2820.0   \n",
       "Tokelau                                                0.6   \n",
       "Tonga                                                 29.0   \n",
       "Trinidad and Tobago                                   47.0   \n",
       "Tunisia                                             5232.0   \n",
       "Turkey                                             23944.0   \n",
       "Turkmenistan                                        2000.0   \n",
       "Tuvalu                                                 1.8   \n",
       "Uganda                                              9100.0   \n",
       "Ukraine                                            33424.0   \n",
       "United Arab Emirates                                  77.3   \n",
       "United Kingdom                                      6279.0   \n",
       "United Republic of Tanzania                        15650.0   \n",
       "United States of America                          157205.0   \n",
       "Uruguay                                             2450.0   \n",
       "Uzbekistan                                          4770.0   \n",
       "Vanuatu                                              145.0   \n",
       "Venezuela (Bolivarian Republic of)                  3400.0   \n",
       "Viet Nam                                           10232.0   \n",
       "Yemen                                               1546.0   \n",
       "Zambia                                              3836.0   \n",
       "Zimbabwe                                            4100.0   \n",
       "\n",
       "2013-2017                                  dam_capacity_per_capita  \\\n",
       "country                                                              \n",
       "Afghanistan                                                 61.760   \n",
       "Albania                                                   1391.000   \n",
       "Algeria                                                    209.300   \n",
       "Andorra                                                        NaN   \n",
       "Angola                                                     377.500   \n",
       "Antigua and Barbuda                                         65.350   \n",
       "Argentina                                                 3031.000   \n",
       "Armenia                                                        NaN   \n",
       "Australia                                                 3245.000   \n",
       "Austria                                                    249.000   \n",
       "Azerbaijan                                                2204.000   \n",
       "Bahamas                                                        NaN   \n",
       "Bahrain                                                        NaN   \n",
       "Bangladesh                                                  40.230   \n",
       "Barbados                                                       NaN   \n",
       "Belarus                                                        NaN   \n",
       "Belgium                                                     12.770   \n",
       "Belize                                                     338.700   \n",
       "Benin                                                        2.160   \n",
       "Bhutan                                                         NaN   \n",
       "Bolivia (Plurinational State of)                            55.490   \n",
       "Bosnia and Herzegovina                                     764.300   \n",
       "Botswana                                                   200.600   \n",
       "Brazil                                                    3370.000   \n",
       "Brunei Darussalam                                          106.300   \n",
       "Bulgaria                                                   911.600   \n",
       "Burkina Faso                                               294.800   \n",
       "Burundi                                                        NaN   \n",
       "Cabo Verde                                                     NaN   \n",
       "Cambodia                                                       NaN   \n",
       "...                                                            ...   \n",
       "Swaziland                                                  454.500   \n",
       "Sweden                                                    3677.000   \n",
       "Switzerland                                                402.800   \n",
       "Syrian Arab Republic                                           NaN   \n",
       "Tajikistan                                                     NaN   \n",
       "Thailand                                                       NaN   \n",
       "The former Yugoslav Republic of Macedonia                 1102.000   \n",
       "Timor-Leste                                                    NaN   \n",
       "Togo                                                       235.000   \n",
       "Tokelau                                                        NaN   \n",
       "Tonga                                                          NaN   \n",
       "Trinidad and Tobago                                         52.570   \n",
       "Tunisia                                                    239.100   \n",
       "Turkey                                                    2000.000   \n",
       "Turkmenistan                                                   NaN   \n",
       "Tuvalu                                                         NaN   \n",
       "Uganda                                                    2050.000   \n",
       "Ukraine                                                        NaN   \n",
       "United Arab Emirates                                         6.672   \n",
       "United Kingdom                                              81.460   \n",
       "United Republic of Tanzania                               1949.000   \n",
       "United States of America                                  2287.000   \n",
       "Uruguay                                                   4997.000   \n",
       "Uzbekistan                                                     NaN   \n",
       "Vanuatu                                                        NaN   \n",
       "Venezuela (Bolivarian Republic of)                        5066.000   \n",
       "Viet Nam                                                       NaN   \n",
       "Yemen                                                          NaN   \n",
       "Zambia                                                    6236.000   \n",
       "Zimbabwe                                                  6405.000   \n",
       "\n",
       "2013-2017                                  dependency_ratio  flood_occurence  \\\n",
       "country                                                                        \n",
       "Afghanistan                                         28.7200              3.7   \n",
       "Albania                                             10.9300              2.7   \n",
       "Algeria                                              3.5990              2.8   \n",
       "Andorra                                                 NaN              3.3   \n",
       "Angola                                               0.2695              1.7   \n",
       "Antigua and Barbuda                                  0.0000              3.6   \n",
       "Argentina                                           66.6700              2.5   \n",
       "Armenia                                             11.7100              3.3   \n",
       "Australia                                            0.0000              2.7   \n",
       "Austria                                             29.2100              3.3   \n",
       "Azerbaijan                                          76.6000              3.0   \n",
       "Bahamas                                              0.0000              NaN   \n",
       "Bahrain                                             96.5500              0.0   \n",
       "Bangladesh                                          91.4400              4.9   \n",
       "Barbados                                             0.0000              3.6   \n",
       "Belarus                                             41.2800              2.6   \n",
       "Belgium                                             34.4300              2.8   \n",
       "Belize                                              29.7900              2.6   \n",
       "Benin                                               60.9700              3.6   \n",
       "Bhutan                                               0.0000              4.7   \n",
       "Bolivia (Plurinational State of)                    47.1300              3.1   \n",
       "Bosnia and Herzegovina                               5.3330              3.6   \n",
       "Botswana                                            80.3900              2.1   \n",
       "Brazil                                              34.5300              3.1   \n",
       "Brunei Darussalam                                    0.0000              2.3   \n",
       "Bulgaria                                             1.4080              3.2   \n",
       "Burkina Faso                                         7.4070              3.3   \n",
       "Burundi                                             19.7500              3.3   \n",
       "Cabo Verde                                           0.0000              NaN   \n",
       "Cambodia                                            74.6700              3.9   \n",
       "...                                                     ...              ...   \n",
       "Swaziland                                           41.4600              3.1   \n",
       "Sweden                                               1.7240              0.4   \n",
       "Switzerland                                         24.4900              3.2   \n",
       "Syrian Arab Republic                                72.3600              2.7   \n",
       "Tajikistan                                          17.3400              3.7   \n",
       "Thailand                                            48.8100              3.7   \n",
       "The former Yugoslav Republic of Macedonia           15.6200              3.3   \n",
       "Timor-Leste                                          0.0000              2.2   \n",
       "Togo                                                21.7700              3.1   \n",
       "Tokelau                                              0.0000              NaN   \n",
       "Tonga                                                0.0000              NaN   \n",
       "Trinidad and Tobago                                  0.0000              2.2   \n",
       "Tunisia                                              9.1010              2.6   \n",
       "Turkey                                               1.5180              2.6   \n",
       "Turkmenistan                                        97.0000              1.8   \n",
       "Tuvalu                                               0.0000              NaN   \n",
       "Uganda                                              35.1100              3.6   \n",
       "Ukraine                                             68.5700              2.4   \n",
       "United Arab Emirates                                 0.0000              1.2   \n",
       "United Kingdom                                       1.3610              3.4   \n",
       "United Republic of Tanzania                         12.7500              3.1   \n",
       "United States of America                             8.1790              3.1   \n",
       "Uruguay                                             46.4600              3.0   \n",
       "Uzbekistan                                          80.0700              2.7   \n",
       "Vanuatu                                              0.0000              NaN   \n",
       "Venezuela (Bolivarian Republic of)                  39.2500              2.7   \n",
       "Viet Nam                                            59.3500              3.8   \n",
       "Yemen                                                0.0000              2.9   \n",
       "Zambia                                              23.4700              2.5   \n",
       "Zimbabwe                                            38.7000              2.8   \n",
       "\n",
       "2013-2017                                  ...  total_flow_border_rivers  \\\n",
       "country                                    ...                             \n",
       "Afghanistan                                ...                    33.400   \n",
       "Albania                                    ...                     0.000   \n",
       "Algeria                                    ...                     0.000   \n",
       "Andorra                                    ...                       NaN   \n",
       "Angola                                     ...                     0.000   \n",
       "Antigua and Barbuda                        ...                     0.000   \n",
       "Argentina                                  ...                   135.900   \n",
       "Armenia                                    ...                     1.820   \n",
       "Australia                                  ...                     0.000   \n",
       "Austria                                    ...                     0.000   \n",
       "Azerbaijan                                 ...                     2.360   \n",
       "Bahamas                                    ...                     0.000   \n",
       "Bahrain                                    ...                     0.000   \n",
       "Bangladesh                                 ...                     0.000   \n",
       "Barbados                                   ...                     0.000   \n",
       "Belarus                                    ...                     0.000   \n",
       "Belgium                                    ...                     0.000   \n",
       "Belize                                     ...                     0.864   \n",
       "Benin                                      ...                    32.190   \n",
       "Bhutan                                     ...                     0.000   \n",
       "Bolivia (Plurinational State of)           ...                    15.000   \n",
       "Bosnia and Herzegovina                     ...                     0.000   \n",
       "Botswana                                   ...                     1.600   \n",
       "Brazil                                     ...                     0.000   \n",
       "Brunei Darussalam                          ...                     0.000   \n",
       "Bulgaria                                   ...                   179.000   \n",
       "Burkina Faso                               ...                     0.000   \n",
       "Burundi                                    ...                     4.700   \n",
       "Cabo Verde                                 ...                     0.000   \n",
       "Cambodia                                   ...                     0.000   \n",
       "...                                        ...                       ...   \n",
       "Swaziland                                  ...                     0.000   \n",
       "Sweden                                     ...                     0.000   \n",
       "Switzerland                                ...                     0.000   \n",
       "Syrian Arab Republic                       ...                    18.000   \n",
       "Tajikistan                                 ...                       NaN   \n",
       "Thailand                                   ...                   480.000   \n",
       "The former Yugoslav Republic of Macedonia  ...                     0.000   \n",
       "Timor-Leste                                ...                     0.000   \n",
       "Togo                                       ...                     0.000   \n",
       "Tokelau                                    ...                     0.000   \n",
       "Tonga                                      ...                     0.000   \n",
       "Trinidad and Tobago                        ...                     0.000   \n",
       "Tunisia                                    ...                     0.000   \n",
       "Turkey                                     ...                     5.800   \n",
       "Turkmenistan                               ...                       NaN   \n",
       "Tuvalu                                     ...                     0.000   \n",
       "Uganda                                     ...                     0.000   \n",
       "Ukraine                                    ...                   168.100   \n",
       "United Arab Emirates                       ...                     0.000   \n",
       "United Kingdom                             ...                     0.000   \n",
       "United Republic of Tanzania                ...                     0.000   \n",
       "United States of America                   ...                     0.000   \n",
       "Uruguay                                    ...                   150.000   \n",
       "Uzbekistan                                 ...                       NaN   \n",
       "Vanuatu                                    ...                     0.000   \n",
       "Venezuela (Bolivarian Republic of)         ...                    50.000   \n",
       "Viet Nam                                   ...                     0.000   \n",
       "Yemen                                      ...                     0.000   \n",
       "Zambia                                     ...                     0.000   \n",
       "Zimbabwe                                   ...                    39.900   \n",
       "\n",
       "2013-2017                                  total_pop  \\\n",
       "country                                                \n",
       "Afghanistan                                 32527.00   \n",
       "Albania                                      2897.00   \n",
       "Algeria                                     39667.00   \n",
       "Andorra                                        70.47   \n",
       "Angola                                      25022.00   \n",
       "Antigua and Barbuda                            91.82   \n",
       "Argentina                                   43417.00   \n",
       "Armenia                                      3018.00   \n",
       "Australia                                   23969.00   \n",
       "Austria                                      8545.00   \n",
       "Azerbaijan                                   9754.00   \n",
       "Bahamas                                       388.00   \n",
       "Bahrain                                      1377.00   \n",
       "Bangladesh                                 160996.00   \n",
       "Barbados                                      284.20   \n",
       "Belarus                                      9496.00   \n",
       "Belgium                                     11299.00   \n",
       "Belize                                        359.30   \n",
       "Benin                                       10880.00   \n",
       "Bhutan                                        774.80   \n",
       "Bolivia (Plurinational State of)            10725.00   \n",
       "Bosnia and Herzegovina                       3810.00   \n",
       "Botswana                                     2262.00   \n",
       "Brazil                                     207848.00   \n",
       "Brunei Darussalam                             423.20   \n",
       "Bulgaria                                     7150.00   \n",
       "Burkina Faso                                18106.00   \n",
       "Burundi                                     11179.00   \n",
       "Cabo Verde                                    520.50   \n",
       "Cambodia                                    15578.00   \n",
       "...                                              ...   \n",
       "Swaziland                                    1287.00   \n",
       "Sweden                                       9779.00   \n",
       "Switzerland                                  8299.00   \n",
       "Syrian Arab Republic                        18502.00   \n",
       "Tajikistan                                   8482.00   \n",
       "Thailand                                    67959.00   \n",
       "The former Yugoslav Republic of Macedonia    2078.00   \n",
       "Timor-Leste                                  1185.00   \n",
       "Togo                                         7305.00   \n",
       "Tokelau                                         1.25   \n",
       "Tonga                                         106.20   \n",
       "Trinidad and Tobago                          1360.00   \n",
       "Tunisia                                     11254.00   \n",
       "Turkey                                      78666.00   \n",
       "Turkmenistan                                 5374.00   \n",
       "Tuvalu                                          9.92   \n",
       "Uganda                                      39032.00   \n",
       "Ukraine                                     44824.00   \n",
       "United Arab Emirates                         9157.00   \n",
       "United Kingdom                              64716.00   \n",
       "United Republic of Tanzania                 53470.00   \n",
       "United States of America                   321774.00   \n",
       "Uruguay                                      3432.00   \n",
       "Uzbekistan                                  29893.00   \n",
       "Vanuatu                                       264.60   \n",
       "Venezuela (Bolivarian Republic of)          31108.00   \n",
       "Viet Nam                                    93448.00   \n",
       "Yemen                                       26832.00   \n",
       "Zambia                                      16212.00   \n",
       "Zimbabwe                                    15603.00   \n",
       "\n",
       "2013-2017                                  total_pop_access_drinking  \\\n",
       "country                                                                \n",
       "Afghanistan                                                     55.3   \n",
       "Albania                                                         95.1   \n",
       "Algeria                                                         83.6   \n",
       "Andorra                                                        100.0   \n",
       "Angola                                                          49.0   \n",
       "Antigua and Barbuda                                             97.9   \n",
       "Argentina                                                       99.1   \n",
       "Armenia                                                        100.0   \n",
       "Australia                                                      100.0   \n",
       "Austria                                                        100.0   \n",
       "Azerbaijan                                                      87.0   \n",
       "Bahamas                                                         98.4   \n",
       "Bahrain                                                        100.0   \n",
       "Bangladesh                                                      86.9   \n",
       "Barbados                                                        99.7   \n",
       "Belarus                                                         99.7   \n",
       "Belgium                                                        100.0   \n",
       "Belize                                                          99.5   \n",
       "Benin                                                           77.9   \n",
       "Bhutan                                                         100.0   \n",
       "Bolivia (Plurinational State of)                                90.0   \n",
       "Bosnia and Herzegovina                                          99.9   \n",
       "Botswana                                                        96.2   \n",
       "Brazil                                                          98.1   \n",
       "Brunei Darussalam                                                NaN   \n",
       "Bulgaria                                                        99.4   \n",
       "Burkina Faso                                                    82.3   \n",
       "Burundi                                                         75.9   \n",
       "Cabo Verde                                                      91.7   \n",
       "Cambodia                                                        75.5   \n",
       "...                                                              ...   \n",
       "Swaziland                                                       74.1   \n",
       "Sweden                                                         100.0   \n",
       "Switzerland                                                    100.0   \n",
       "Syrian Arab Republic                                            90.1   \n",
       "Tajikistan                                                      73.8   \n",
       "Thailand                                                        97.8   \n",
       "The former Yugoslav Republic of Macedonia                       99.4   \n",
       "Timor-Leste                                                     71.9   \n",
       "Togo                                                            63.1   \n",
       "Tokelau                                                        100.0   \n",
       "Tonga                                                           99.6   \n",
       "Trinidad and Tobago                                             95.1   \n",
       "Tunisia                                                         97.7   \n",
       "Turkey                                                         100.0   \n",
       "Turkmenistan                                                     NaN   \n",
       "Tuvalu                                                          97.7   \n",
       "Uganda                                                          79.0   \n",
       "Ukraine                                                         96.2   \n",
       "United Arab Emirates                                            99.6   \n",
       "United Kingdom                                                 100.0   \n",
       "United Republic of Tanzania                                     55.6   \n",
       "United States of America                                        99.2   \n",
       "Uruguay                                                         99.7   \n",
       "Uzbekistan                                                       NaN   \n",
       "Vanuatu                                                         94.5   \n",
       "Venezuela (Bolivarian Republic of)                              93.1   \n",
       "Viet Nam                                                        97.6   \n",
       "Yemen                                                            NaN   \n",
       "Zambia                                                          65.4   \n",
       "Zimbabwe                                                        76.9   \n",
       "\n",
       "2013-2017                                  total_renewable  \\\n",
       "country                                                      \n",
       "Afghanistan                                        65.3300   \n",
       "Albania                                            30.2000   \n",
       "Algeria                                            11.6700   \n",
       "Andorra                                             0.3156   \n",
       "Angola                                            148.4000   \n",
       "Antigua and Barbuda                                 0.0520   \n",
       "Argentina                                         876.2000   \n",
       "Armenia                                             7.7690   \n",
       "Australia                                         492.0000   \n",
       "Austria                                            77.7000   \n",
       "Azerbaijan                                         34.6800   \n",
       "Bahamas                                             0.7000   \n",
       "Bahrain                                             0.1160   \n",
       "Bangladesh                                       1227.0000   \n",
       "Barbados                                            0.0800   \n",
       "Belarus                                            57.9000   \n",
       "Belgium                                            18.3000   \n",
       "Belize                                             21.7300   \n",
       "Benin                                              26.3900   \n",
       "Bhutan                                             78.0000   \n",
       "Bolivia (Plurinational State of)                  574.0000   \n",
       "Bosnia and Herzegovina                             37.5000   \n",
       "Botswana                                           12.2400   \n",
       "Brazil                                           8647.0000   \n",
       "Brunei Darussalam                                   8.5000   \n",
       "Bulgaria                                           21.3000   \n",
       "Burkina Faso                                       13.5000   \n",
       "Burundi                                            12.5400   \n",
       "Cabo Verde                                          0.3000   \n",
       "Cambodia                                          476.1000   \n",
       "...                                                    ...   \n",
       "Swaziland                                           4.5100   \n",
       "Sweden                                            174.0000   \n",
       "Switzerland                                        53.5000   \n",
       "Syrian Arab Republic                               16.8000   \n",
       "Tajikistan                                         21.9100   \n",
       "Thailand                                          438.6000   \n",
       "The former Yugoslav Republic of Macedonia           6.4000   \n",
       "Timor-Leste                                         8.2150   \n",
       "Togo                                               14.7000   \n",
       "Tokelau                                                NaN   \n",
       "Tonga                                                  NaN   \n",
       "Trinidad and Tobago                                 3.8400   \n",
       "Tunisia                                             4.6150   \n",
       "Turkey                                            211.6000   \n",
       "Turkmenistan                                       24.7700   \n",
       "Tuvalu                                                 NaN   \n",
       "Uganda                                             60.1000   \n",
       "Ukraine                                           175.3000   \n",
       "United Arab Emirates                                0.1500   \n",
       "United Kingdom                                    147.0000   \n",
       "United Republic of Tanzania                        96.2700   \n",
       "United States of America                         3069.0000   \n",
       "Uruguay                                           172.2000   \n",
       "Uzbekistan                                         48.8700   \n",
       "Vanuatu                                            10.0000   \n",
       "Venezuela (Bolivarian Republic of)               1325.0000   \n",
       "Viet Nam                                          884.1000   \n",
       "Yemen                                               2.1000   \n",
       "Zambia                                            104.8000   \n",
       "Zimbabwe                                           20.0000   \n",
       "\n",
       "2013-2017                                  total_renewable_groundwater  \\\n",
       "country                                                                  \n",
       "Afghanistan                                                     10.650   \n",
       "Albania                                                          6.200   \n",
       "Algeria                                                          1.517   \n",
       "Andorra                                                            NaN   \n",
       "Angola                                                          58.000   \n",
       "Antigua and Barbuda                                                NaN   \n",
       "Argentina                                                      128.000   \n",
       "Armenia                                                          4.311   \n",
       "Australia                                                       72.000   \n",
       "Austria                                                          6.000   \n",
       "Azerbaijan                                                       6.510   \n",
       "Bahamas                                                            NaN   \n",
       "Bahrain                                                          0.112   \n",
       "Bangladesh                                                      21.120   \n",
       "Barbados                                                         0.074   \n",
       "Belarus                                                         15.900   \n",
       "Belgium                                                          0.900   \n",
       "Belize                                                           7.510   \n",
       "Benin                                                            1.800   \n",
       "Bhutan                                                           8.100   \n",
       "Bolivia (Plurinational State of)                               130.000   \n",
       "Bosnia and Herzegovina                                          11.570   \n",
       "Botswana                                                         1.700   \n",
       "Brazil                                                         645.600   \n",
       "Brunei Darussalam                                                0.100   \n",
       "Bulgaria                                                         6.400   \n",
       "Burkina Faso                                                     9.500   \n",
       "Burundi                                                          7.470   \n",
       "Cabo Verde                                                       0.124   \n",
       "Cambodia                                                        17.600   \n",
       "...                                                                ...   \n",
       "Swaziland                                                        0.660   \n",
       "Sweden                                                          20.000   \n",
       "Switzerland                                                      2.500   \n",
       "Syrian Arab Republic                                             6.174   \n",
       "Tajikistan                                                       6.000   \n",
       "Thailand                                                        41.900   \n",
       "The former Yugoslav Republic of Macedonia                          NaN   \n",
       "Timor-Leste                                                      0.886   \n",
       "Togo                                                             5.700   \n",
       "Tokelau                                                            NaN   \n",
       "Tonga                                                              NaN   \n",
       "Trinidad and Tobago                                              0.614   \n",
       "Tunisia                                                          1.595   \n",
       "Turkey                                                          67.800   \n",
       "Turkmenistan                                                     0.405   \n",
       "Tuvalu                                                             NaN   \n",
       "Uganda                                                          29.000   \n",
       "Ukraine                                                         22.000   \n",
       "United Arab Emirates                                             0.120   \n",
       "United Kingdom                                                   9.800   \n",
       "United Republic of Tanzania                                     30.000   \n",
       "United States of America                                      1383.000   \n",
       "Uruguay                                                         22.900   \n",
       "Uzbekistan                                                       8.800   \n",
       "Vanuatu                                                          4.377   \n",
       "Venezuela (Bolivarian Republic of)                             227.000   \n",
       "Viet Nam                                                        71.420   \n",
       "Yemen                                                            1.500   \n",
       "Zambia                                                          47.000   \n",
       "Zimbabwe                                                         6.000   \n",
       "\n",
       "2013-2017                                  total_renewable_per_capita  \\\n",
       "country                                                                 \n",
       "Afghanistan                                                   2008.00   \n",
       "Albania                                                      10425.00   \n",
       "Algeria                                                        294.20   \n",
       "Andorra                                                       4479.00   \n",
       "Angola                                                        5931.00   \n",
       "Antigua and Barbuda                                            566.30   \n",
       "Argentina                                                    20181.00   \n",
       "Armenia                                                       2574.00   \n",
       "Australia                                                    20527.00   \n",
       "Austria                                                       9093.00   \n",
       "Azerbaijan                                                    3555.00   \n",
       "Bahamas                                                       1804.00   \n",
       "Bahrain                                                         84.24   \n",
       "Bangladesh                                                    7621.00   \n",
       "Barbados                                                       281.50   \n",
       "Belarus                                                       6097.00   \n",
       "Belgium                                                       1620.00   \n",
       "Belize                                                       60479.00   \n",
       "Benin                                                         2426.00   \n",
       "Bhutan                                                      100671.00   \n",
       "Bolivia (Plurinational State of)                             53520.00   \n",
       "Bosnia and Herzegovina                                        9843.00   \n",
       "Botswana                                                      5411.00   \n",
       "Brazil                                                       41603.00   \n",
       "Brunei Darussalam                                            20085.00   \n",
       "Bulgaria                                                      2979.00   \n",
       "Burkina Faso                                                   745.60   \n",
       "Burundi                                                       1122.00   \n",
       "Cabo Verde                                                     576.40   \n",
       "Cambodia                                                     30562.00   \n",
       "...                                                               ...   \n",
       "Swaziland                                                     3504.00   \n",
       "Sweden                                                       17793.00   \n",
       "Switzerland                                                   6447.00   \n",
       "Syrian Arab Republic                                           908.00   \n",
       "Tajikistan                                                    2583.00   \n",
       "Thailand                                                      6454.00   \n",
       "The former Yugoslav Republic of Macedonia                     3080.00   \n",
       "Timor-Leste                                                   6932.00   \n",
       "Togo                                                          2012.00   \n",
       "Tokelau                                                           NaN   \n",
       "Tonga                                                             NaN   \n",
       "Trinidad and Tobago                                           2824.00   \n",
       "Tunisia                                                        410.10   \n",
       "Turkey                                                        2690.00   \n",
       "Turkmenistan                                                  4609.00   \n",
       "Tuvalu                                                            NaN   \n",
       "Uganda                                                        1540.00   \n",
       "Ukraine                                                       3911.00   \n",
       "United Arab Emirates                                            16.38   \n",
       "United Kingdom                                                2271.00   \n",
       "United Republic of Tanzania                                   1800.00   \n",
       "United States of America                                      9538.00   \n",
       "Uruguay                                                      50175.00   \n",
       "Uzbekistan                                                    1635.00   \n",
       "Vanuatu                                                      37793.00   \n",
       "Venezuela (Bolivarian Republic of)                           42594.00   \n",
       "Viet Nam                                                      9461.00   \n",
       "Yemen                                                           78.26   \n",
       "Zambia                                                        6464.00   \n",
       "Zimbabwe                                                      1282.00   \n",
       "\n",
       "2013-2017                                  total_renewable_surface  urban_pop  \\\n",
       "country                                                                         \n",
       "Afghanistan                                                 55.680    8547.00   \n",
       "Albania                                                     26.350    1835.00   \n",
       "Algeria                                                     10.150   28739.00   \n",
       "Andorra                                                        NaN      68.90   \n",
       "Angola                                                     145.400   10052.00   \n",
       "Antigua and Barbuda                                            NaN      21.83   \n",
       "Argentina                                                  860.200   38677.00   \n",
       "Armenia                                                      4.858    1874.00   \n",
       "Australia                                                  440.000   21393.00   \n",
       "Austria                                                     77.700    5645.00   \n",
       "Azerbaijan                                                  32.520    5250.00   \n",
       "Bahamas                                                        NaN     321.20   \n",
       "Bahrain                                                      0.004    1207.00   \n",
       "Bangladesh                                                1206.000   54984.00   \n",
       "Barbados                                                     0.008      90.48   \n",
       "Belarus                                                     57.900    7099.00   \n",
       "Belgium                                                     18.300   10944.00   \n",
       "Belize                                                      21.730     152.80   \n",
       "Benin                                                       26.090    4782.00   \n",
       "Bhutan                                                      78.000     300.10   \n",
       "Bolivia (Plurinational State of)                           547.900    7553.00   \n",
       "Bosnia and Herzegovina                                      36.340    1519.00   \n",
       "Botswana                                                    10.640    1181.00   \n",
       "Brazil                                                    8647.000  174508.00   \n",
       "Brunei Darussalam                                            8.500     330.80   \n",
       "Bulgaria                                                    20.400    5260.00   \n",
       "Burkina Faso                                                 9.000    5349.00   \n",
       "Burundi                                                     12.540    1304.00   \n",
       "Cabo Verde                                                   0.181     333.10   \n",
       "Cambodia                                                   471.500    3249.00   \n",
       "...                                                            ...        ...   \n",
       "Swaziland                                                    4.510     273.90   \n",
       "Sweden                                                     173.000    8319.00   \n",
       "Switzerland                                                 53.500    6089.00   \n",
       "Syrian Arab Republic                                        12.630   12837.00   \n",
       "Tajikistan                                                  18.910    2306.00   \n",
       "Thailand                                                   427.400   33952.00   \n",
       "The former Yugoslav Republic of Macedonia                    6.400    1204.00   \n",
       "Timor-Leste                                                  8.129     384.30   \n",
       "Togo                                                        14.000    2866.00   \n",
       "Tokelau                                                        NaN       0.00   \n",
       "Tonga                                                          NaN      25.22   \n",
       "Trinidad and Tobago                                          3.740     113.70   \n",
       "Tunisia                                                      3.420    7510.00   \n",
       "Turkey                                                     171.800   56288.00   \n",
       "Turkmenistan                                                24.360    2689.00   \n",
       "Tuvalu                                                         NaN       5.92   \n",
       "Uganda                                                      60.100    6463.00   \n",
       "Ukraine                                                    170.300   31116.00   \n",
       "United Arab Emirates                                         0.150    8192.00   \n",
       "United Kingdom                                             146.200   52730.00   \n",
       "United Republic of Tanzania                                 92.270   16528.00   \n",
       "United States of America                                  2913.000  265361.00   \n",
       "Uruguay                                                    172.200    3269.00   \n",
       "Uzbekistan                                                  42.070   10804.00   \n",
       "Vanuatu                                                     10.000      68.95   \n",
       "Venezuela (Bolivarian Republic of)                        1303.000   27848.00   \n",
       "Viet Nam                                                   847.700   31372.00   \n",
       "Yemen                                                        2.000    8837.00   \n",
       "Zambia                                                     104.800    6351.00   \n",
       "Zimbabwe                                                    19.000    4871.00   \n",
       "\n",
       "2013-2017                                  urban_pop_access_drinking  \\\n",
       "country                                                                \n",
       "Afghanistan                                                     78.2   \n",
       "Albania                                                         94.9   \n",
       "Algeria                                                         84.3   \n",
       "Andorra                                                        100.0   \n",
       "Angola                                                          75.4   \n",
       "Antigua and Barbuda                                             97.9   \n",
       "Argentina                                                       99.0   \n",
       "Armenia                                                        100.0   \n",
       "Australia                                                      100.0   \n",
       "Austria                                                        100.0   \n",
       "Azerbaijan                                                      94.7   \n",
       "Bahamas                                                         98.4   \n",
       "Bahrain                                                        100.0   \n",
       "Bangladesh                                                      86.5   \n",
       "Barbados                                                        99.7   \n",
       "Belarus                                                         99.9   \n",
       "Belgium                                                        100.0   \n",
       "Belize                                                          98.9   \n",
       "Benin                                                           85.2   \n",
       "Bhutan                                                         100.0   \n",
       "Bolivia (Plurinational State of)                                96.7   \n",
       "Bosnia and Herzegovina                                          99.7   \n",
       "Botswana                                                        99.2   \n",
       "Brazil                                                         100.0   \n",
       "Brunei Darussalam                                                NaN   \n",
       "Bulgaria                                                        99.6   \n",
       "Burkina Faso                                                    97.5   \n",
       "Burundi                                                         91.1   \n",
       "Cabo Verde                                                      94.0   \n",
       "Cambodia                                                       100.0   \n",
       "...                                                              ...   \n",
       "Swaziland                                                       93.6   \n",
       "Sweden                                                         100.0   \n",
       "Switzerland                                                    100.0   \n",
       "Syrian Arab Republic                                            92.3   \n",
       "Tajikistan                                                      93.1   \n",
       "Thailand                                                        97.6   \n",
       "The former Yugoslav Republic of Macedonia                       99.8   \n",
       "Timor-Leste                                                     95.2   \n",
       "Togo                                                            91.4   \n",
       "Tokelau                                                          NaN   \n",
       "Tonga                                                           99.7   \n",
       "Trinidad and Tobago                                             95.1   \n",
       "Tunisia                                                        100.0   \n",
       "Turkey                                                         100.0   \n",
       "Turkmenistan                                                     NaN   \n",
       "Tuvalu                                                          98.3   \n",
       "Uganda                                                          95.5   \n",
       "Ukraine                                                         95.5   \n",
       "United Arab Emirates                                            99.6   \n",
       "United Kingdom                                                 100.0   \n",
       "United Republic of Tanzania                                     77.2   \n",
       "United States of America                                        99.4   \n",
       "Uruguay                                                        100.0   \n",
       "Uzbekistan                                                      98.5   \n",
       "Vanuatu                                                         98.9   \n",
       "Venezuela (Bolivarian Republic of)                              95.0   \n",
       "Viet Nam                                                        99.1   \n",
       "Yemen                                                            NaN   \n",
       "Zambia                                                          85.6   \n",
       "Zimbabwe                                                        97.0   \n",
       "\n",
       "2013-2017                                  water_total_external_renewable  \n",
       "country                                                                    \n",
       "Afghanistan                                                        18.180  \n",
       "Albania                                                             3.300  \n",
       "Algeria                                                             0.420  \n",
       "Andorra                                                               NaN  \n",
       "Angola                                                              0.400  \n",
       "Antigua and Barbuda                                                 0.000  \n",
       "Argentina                                                         584.200  \n",
       "Armenia                                                             0.910  \n",
       "Australia                                                           0.000  \n",
       "Austria                                                            22.700  \n",
       "Azerbaijan                                                         26.560  \n",
       "Bahamas                                                             0.000  \n",
       "Bahrain                                                             0.112  \n",
       "Bangladesh                                                       1122.000  \n",
       "Barbados                                                            0.000  \n",
       "Belarus                                                            23.900  \n",
       "Belgium                                                             6.300  \n",
       "Belize                                                              6.474  \n",
       "Benin                                                              16.090  \n",
       "Bhutan                                                              0.000  \n",
       "Bolivia (Plurinational State of)                                  270.500  \n",
       "Bosnia and Herzegovina                                              2.000  \n",
       "Botswana                                                            9.840  \n",
       "Brazil                                                           2986.000  \n",
       "Brunei Darussalam                                                   0.000  \n",
       "Bulgaria                                                            0.300  \n",
       "Burkina Faso                                                        1.000  \n",
       "Burundi                                                             2.476  \n",
       "Cabo Verde                                                          0.000  \n",
       "Cambodia                                                          355.500  \n",
       "...                                                                   ...  \n",
       "Swaziland                                                           1.870  \n",
       "Sweden                                                              3.000  \n",
       "Switzerland                                                        13.100  \n",
       "Syrian Arab Republic                                                9.670  \n",
       "Tajikistan                                                        -41.550  \n",
       "Thailand                                                          214.100  \n",
       "The former Yugoslav Republic of Macedonia                           1.000  \n",
       "Timor-Leste                                                         0.000  \n",
       "Togo                                                                3.200  \n",
       "Tokelau                                                             0.000  \n",
       "Tonga                                                               0.000  \n",
       "Trinidad and Tobago                                                 0.000  \n",
       "Tunisia                                                             0.420  \n",
       "Turkey                                                            -15.400  \n",
       "Turkmenistan                                                       23.360  \n",
       "Tuvalu                                                              0.000  \n",
       "Uganda                                                             21.100  \n",
       "Ukraine                                                           120.200  \n",
       "United Arab Emirates                                                0.000  \n",
       "United Kingdom                                                      2.000  \n",
       "United Republic of Tanzania                                        12.270  \n",
       "United States of America                                          251.000  \n",
       "Uruguay                                                            80.000  \n",
       "Uzbekistan                                                         32.530  \n",
       "Vanuatu                                                             0.000  \n",
       "Venezuela (Bolivarian Republic of)                                520.000  \n",
       "Viet Nam                                                          524.700  \n",
       "Yemen                                                               0.000  \n",
       "Zambia                                                             24.600  \n",
       "Zimbabwe                                                            7.740  \n",
       "\n",
       "[199 rows x 54 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('../../data/aquastat/aquastat.csv.gzip', compression='gzip')\n",
    "\n",
    "# simplify regions\n",
    "data.region = data.region.apply(lambda x: simple_regions[x])\n",
    "\n",
    "# remove exploitable fields and national rainfall index\n",
    "data = data.loc[~data.variable.str.contains('exploitable'),:]\n",
    "data = data.loc[~(data.variable=='national_rainfall_index')]\n",
    "\n",
    "# Uncomment to print out variable names and explanations\n",
    "# data[['variable','variable_full']].drop_duplicates()\n",
    "\n",
    "# Subset for cross-sectional analysis\n",
    "recent = time_slice(data, '2013-2017')\n",
    "recent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Target: GDP per capita"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All of our variables are continuous so this will be a CONTINUOUS X CONTINUOUS analysis. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:25.260661Z",
     "start_time": "2017-06-04T02:07:24.640083Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 280,
       "width": 422
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#seasonal_variability 季节变化（WRI）\n",
    "# recent.drop('gdp_bin', axis=1).astype(float).plot(x='seasonal_variability',y='gdp_per_capita', kind='scatter');\n",
    "plt.scatter(recent.seasonal_variability, recent.gdp_per_capita)\n",
    "plt.xlabel('Seasonal variability');\n",
    "plt.ylabel('GDP per capita ($USD/person)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:25.296002Z",
     "start_time": "2017-06-04T02:07:25.262175Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def plot_scatter(df, x, y, xlabel=None, ylabel=None, title=None,\n",
    "                 logx=False, logy=False, by=None, ax=None):\n",
    "    if not ax:\n",
    "        fig, ax = plt.subplots(figsize=(12, 10))\n",
    "\n",
    "    colors = mpl.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "    if by:\n",
    "        groups = df.groupby(by)\n",
    "        for j, (name, group) in enumerate(groups):\n",
    "            ax.scatter(group[x], group[y], color=colors[j], label=name)\n",
    "        ax.legend()\n",
    "    else:\n",
    "        ax.scatter(df[x], df[y], color=colors[0])\n",
    "    if logx:\n",
    "        ax.set_xscale('log')\n",
    "    if logy:\n",
    "        ax.set_yscale('log')\n",
    "\n",
    "    ax.set_xlabel(xlabel if xlabel else x);\n",
    "    ax.set_ylabel(ylabel if ylabel else y);\n",
    "    if title:\n",
    "        ax.set_title(title);\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Joint plot\n",
    "\n",
    "Now we might also want to understand the relationship between the two variables *and* the distribution of each individually. For this we can use the joint plot from seaborn. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:25.303745Z",
     "start_time": "2017-06-04T02:07:25.297835Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "svr = [recent.seasonal_variability.min(), recent.seasonal_variability.max()]\n",
    "gdpr = [(recent.gdp_per_capita.min()), recent.gdp_per_capita.max()] \n",
    "gdpbins = np.logspace(*np.log10(gdpr), 25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:26.106827Z",
     "start_time": "2017-06-04T02:07:25.305264Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 538,
       "width": 585
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g =sns.JointGrid(x=\"seasonal_variability\", y=\"gdp_per_capita\", data=recent, ylim=gdpr)\n",
    "g.ax_marg_x.hist(recent.seasonal_variability, range=svr)\n",
    "g.ax_marg_y.hist(recent.gdp_per_capita, range=gdpr, bins=gdpbins, orientation=\"horizontal\")\n",
    "g.plot_joint(plt.hexbin, gridsize=25)\n",
    "ax = g.ax_joint\n",
    "# ax.set_yscale('log')\n",
    "g.fig.set_figheight(8)\n",
    "g.fig.set_figwidth(9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "相关度量两个变量之间的*线性关系的强度。我们可以使用相关性来识别变量。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For linear, `gdp~variable`: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:27.426306Z",
     "start_time": "2017-06-04T02:07:27.420445Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>2013-2017</th>\n",
       "      <th>accounted_flow</th>\n",
       "      <th>accounted_flow_border_rivers</th>\n",
       "      <th>agg_to_gdp</th>\n",
       "      <th>arable_land</th>\n",
       "      <th>avg_annual_rain_depth</th>\n",
       "      <th>avg_annual_rain_vol</th>\n",
       "      <th>cultivated_area</th>\n",
       "      <th>dam_capacity_per_capita</th>\n",
       "      <th>dependency_ratio</th>\n",
       "      <th>flood_occurence</th>\n",
       "      <th>...</th>\n",
       "      <th>total_pop</th>\n",
       "      <th>total_pop_access_drinking</th>\n",
       "      <th>total_renewable</th>\n",
       "      <th>total_renewable_groundwater</th>\n",
       "      <th>total_renewable_per_capita</th>\n",
       "      <th>total_renewable_surface</th>\n",
       "      <th>urban_pop</th>\n",
       "      <th>urban_pop_access_drinking</th>\n",
       "      <th>water_total_external_renewable</th>\n",
       "      <th>gdp_bin</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>19.000</td>\n",
       "      <td>9.000</td>\n",
       "      <td>22.6000</td>\n",
       "      <td>7771.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>213.5000</td>\n",
       "      <td>7910.0</td>\n",
       "      <td>61.760</td>\n",
       "      <td>28.7200</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>32527.00</td>\n",
       "      <td>55.3</td>\n",
       "      <td>65.3300</td>\n",
       "      <td>10.650</td>\n",
       "      <td>2008.00</td>\n",
       "      <td>55.680</td>\n",
       "      <td>8547.00</td>\n",
       "      <td>78.2</td>\n",
       "      <td>18.180</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>3.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.0500</td>\n",
       "      <td>615.6</td>\n",
       "      <td>1485.0</td>\n",
       "      <td>42.6900</td>\n",
       "      <td>696.0</td>\n",
       "      <td>1391.000</td>\n",
       "      <td>10.9300</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>2897.00</td>\n",
       "      <td>95.1</td>\n",
       "      <td>30.2000</td>\n",
       "      <td>6.200</td>\n",
       "      <td>10425.00</td>\n",
       "      <td>26.350</td>\n",
       "      <td>1835.00</td>\n",
       "      <td>94.9</td>\n",
       "      <td>3.300</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>0.390</td>\n",
       "      <td>0.000</td>\n",
       "      <td>13.0500</td>\n",
       "      <td>7469.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>212.0000</td>\n",
       "      <td>8439.0</td>\n",
       "      <td>209.300</td>\n",
       "      <td>3.5990</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>39667.00</td>\n",
       "      <td>83.6</td>\n",
       "      <td>11.6700</td>\n",
       "      <td>1.517</td>\n",
       "      <td>294.20</td>\n",
       "      <td>10.150</td>\n",
       "      <td>28739.00</td>\n",
       "      <td>84.3</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.5239</td>\n",
       "      <td>2.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.4724</td>\n",
       "      <td>2.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>70.47</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.3156</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4479.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.90</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>0.400</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4900.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>1259.0000</td>\n",
       "      <td>5190.0</td>\n",
       "      <td>377.500</td>\n",
       "      <td>0.2695</td>\n",
       "      <td>1.7</td>\n",
       "      <td>...</td>\n",
       "      <td>25022.00</td>\n",
       "      <td>49.0</td>\n",
       "      <td>148.4000</td>\n",
       "      <td>58.000</td>\n",
       "      <td>5931.00</td>\n",
       "      <td>145.400</td>\n",
       "      <td>10052.00</td>\n",
       "      <td>75.4</td>\n",
       "      <td>0.400</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antigua and Barbuda</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.3720</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>0.4532</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65.350</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>91.82</td>\n",
       "      <td>97.9</td>\n",
       "      <td>0.0520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>566.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.83</td>\n",
       "      <td>97.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>584.200</td>\n",
       "      <td>67.940</td>\n",
       "      <td>8.3140</td>\n",
       "      <td>39200.0</td>\n",
       "      <td>591.0</td>\n",
       "      <td>1643.0000</td>\n",
       "      <td>40200.0</td>\n",
       "      <td>3031.000</td>\n",
       "      <td>66.6700</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>43417.00</td>\n",
       "      <td>99.1</td>\n",
       "      <td>876.2000</td>\n",
       "      <td>128.000</td>\n",
       "      <td>20181.00</td>\n",
       "      <td>860.200</td>\n",
       "      <td>38677.00</td>\n",
       "      <td>99.0</td>\n",
       "      <td>584.200</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>0.910</td>\n",
       "      <td>0.910</td>\n",
       "      <td>19.3500</td>\n",
       "      <td>447.5</td>\n",
       "      <td>562.0</td>\n",
       "      <td>16.7100</td>\n",
       "      <td>505.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.7100</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>3018.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7.7690</td>\n",
       "      <td>4.311</td>\n",
       "      <td>2574.00</td>\n",
       "      <td>4.858</td>\n",
       "      <td>1874.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.910</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2.3840</td>\n",
       "      <td>46957.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>4134.0000</td>\n",
       "      <td>47307.0</td>\n",
       "      <td>3245.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>23969.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>492.0000</td>\n",
       "      <td>72.000</td>\n",
       "      <td>20527.00</td>\n",
       "      <td>440.000</td>\n",
       "      <td>21393.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>22.700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3300</td>\n",
       "      <td>1352.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>93.1100</td>\n",
       "      <td>1417.0</td>\n",
       "      <td>249.000</td>\n",
       "      <td>29.2100</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>8545.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>77.7000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>9093.00</td>\n",
       "      <td>77.700</td>\n",
       "      <td>5645.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>22.700</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azerbaijan</th>\n",
       "      <td>26.560</td>\n",
       "      <td>1.180</td>\n",
       "      <td>6.7910</td>\n",
       "      <td>1926.0</td>\n",
       "      <td>447.0</td>\n",
       "      <td>38.7100</td>\n",
       "      <td>2160.0</td>\n",
       "      <td>2204.000</td>\n",
       "      <td>76.6000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9754.00</td>\n",
       "      <td>87.0</td>\n",
       "      <td>34.6800</td>\n",
       "      <td>6.510</td>\n",
       "      <td>3555.00</td>\n",
       "      <td>32.520</td>\n",
       "      <td>5250.00</td>\n",
       "      <td>94.7</td>\n",
       "      <td>26.560</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahamas</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.7680</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>17.9300</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>388.00</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.7000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1804.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>321.20</td>\n",
       "      <td>98.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahrain</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.3004</td>\n",
       "      <td>1.6</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.0640</td>\n",
       "      <td>4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.5500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1377.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.1160</td>\n",
       "      <td>0.112</td>\n",
       "      <td>84.24</td>\n",
       "      <td>0.004</td>\n",
       "      <td>1207.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.112</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bangladesh</th>\n",
       "      <td>1122.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>15.5100</td>\n",
       "      <td>7669.0</td>\n",
       "      <td>2666.0</td>\n",
       "      <td>393.6000</td>\n",
       "      <td>8499.0</td>\n",
       "      <td>40.230</td>\n",
       "      <td>91.4400</td>\n",
       "      <td>4.9</td>\n",
       "      <td>...</td>\n",
       "      <td>160996.00</td>\n",
       "      <td>86.9</td>\n",
       "      <td>1227.0000</td>\n",
       "      <td>21.120</td>\n",
       "      <td>7621.00</td>\n",
       "      <td>1206.000</td>\n",
       "      <td>54984.00</td>\n",
       "      <td>86.5</td>\n",
       "      <td>1122.000</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbados</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.4440</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>0.6115</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>284.20</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.0800</td>\n",
       "      <td>0.074</td>\n",
       "      <td>281.50</td>\n",
       "      <td>0.008</td>\n",
       "      <td>90.48</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belarus</th>\n",
       "      <td>23.900</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.7960</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>128.3000</td>\n",
       "      <td>5788.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.2800</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>9496.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>57.9000</td>\n",
       "      <td>15.900</td>\n",
       "      <td>6097.00</td>\n",
       "      <td>57.900</td>\n",
       "      <td>7099.00</td>\n",
       "      <td>99.9</td>\n",
       "      <td>23.900</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>6.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6162</td>\n",
       "      <td>817.0</td>\n",
       "      <td>847.0</td>\n",
       "      <td>25.8600</td>\n",
       "      <td>839.3</td>\n",
       "      <td>12.770</td>\n",
       "      <td>34.4300</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>11299.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>18.3000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>1620.00</td>\n",
       "      <td>18.300</td>\n",
       "      <td>10944.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>6.300</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belize</th>\n",
       "      <td>6.474</td>\n",
       "      <td>0.432</td>\n",
       "      <td>15.5200</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1705.0</td>\n",
       "      <td>39.1600</td>\n",
       "      <td>110.0</td>\n",
       "      <td>338.700</td>\n",
       "      <td>29.7900</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>359.30</td>\n",
       "      <td>99.5</td>\n",
       "      <td>21.7300</td>\n",
       "      <td>7.510</td>\n",
       "      <td>60479.00</td>\n",
       "      <td>21.730</td>\n",
       "      <td>152.80</td>\n",
       "      <td>98.9</td>\n",
       "      <td>6.474</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benin</th>\n",
       "      <td>16.090</td>\n",
       "      <td>16.090</td>\n",
       "      <td>23.1900</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>119.2000</td>\n",
       "      <td>3200.0</td>\n",
       "      <td>2.160</td>\n",
       "      <td>60.9700</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>10880.00</td>\n",
       "      <td>77.9</td>\n",
       "      <td>26.3900</td>\n",
       "      <td>1.800</td>\n",
       "      <td>2426.00</td>\n",
       "      <td>26.090</td>\n",
       "      <td>4782.00</td>\n",
       "      <td>85.2</td>\n",
       "      <td>16.090</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bhutan</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>17.0600</td>\n",
       "      <td>100.2</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>84.4600</td>\n",
       "      <td>112.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>4.7</td>\n",
       "      <td>...</td>\n",
       "      <td>774.80</td>\n",
       "      <td>100.0</td>\n",
       "      <td>78.0000</td>\n",
       "      <td>8.100</td>\n",
       "      <td>100671.00</td>\n",
       "      <td>78.000</td>\n",
       "      <td>300.10</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bolivia (Plurinational State of)</th>\n",
       "      <td>270.500</td>\n",
       "      <td>11.500</td>\n",
       "      <td>12.9900</td>\n",
       "      <td>4472.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>1259.0000</td>\n",
       "      <td>4704.0</td>\n",
       "      <td>55.490</td>\n",
       "      <td>47.1300</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>10725.00</td>\n",
       "      <td>90.0</td>\n",
       "      <td>574.0000</td>\n",
       "      <td>130.000</td>\n",
       "      <td>53520.00</td>\n",
       "      <td>547.900</td>\n",
       "      <td>7553.00</td>\n",
       "      <td>96.7</td>\n",
       "      <td>270.500</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bosnia and Herzegovina</th>\n",
       "      <td>2.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.1040</td>\n",
       "      <td>1011.0</td>\n",
       "      <td>1028.0</td>\n",
       "      <td>52.6400</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>764.300</td>\n",
       "      <td>5.3330</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>3810.00</td>\n",
       "      <td>99.9</td>\n",
       "      <td>37.5000</td>\n",
       "      <td>11.570</td>\n",
       "      <td>9843.00</td>\n",
       "      <td>36.340</td>\n",
       "      <td>1519.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>2.000</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Botswana</th>\n",
       "      <td>9.840</td>\n",
       "      <td>0.800</td>\n",
       "      <td>2.4080</td>\n",
       "      <td>399.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>242.0000</td>\n",
       "      <td>401.0</td>\n",
       "      <td>200.600</td>\n",
       "      <td>80.3900</td>\n",
       "      <td>2.1</td>\n",
       "      <td>...</td>\n",
       "      <td>2262.00</td>\n",
       "      <td>96.2</td>\n",
       "      <td>12.2400</td>\n",
       "      <td>1.700</td>\n",
       "      <td>5411.00</td>\n",
       "      <td>10.640</td>\n",
       "      <td>1181.00</td>\n",
       "      <td>99.2</td>\n",
       "      <td>9.840</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>2986.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.2150</td>\n",
       "      <td>80017.0</td>\n",
       "      <td>1761.0</td>\n",
       "      <td>14995.0000</td>\n",
       "      <td>86589.0</td>\n",
       "      <td>3370.000</td>\n",
       "      <td>34.5300</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>207848.00</td>\n",
       "      <td>98.1</td>\n",
       "      <td>8647.0000</td>\n",
       "      <td>645.600</td>\n",
       "      <td>41603.00</td>\n",
       "      <td>8647.000</td>\n",
       "      <td>174508.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2986.000</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brunei Darussalam</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.7258</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2722.0</td>\n",
       "      <td>15.7100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>106.300</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.3</td>\n",
       "      <td>...</td>\n",
       "      <td>423.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5000</td>\n",
       "      <td>0.100</td>\n",
       "      <td>20085.00</td>\n",
       "      <td>8.500</td>\n",
       "      <td>330.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bulgaria</th>\n",
       "      <td>0.300</td>\n",
       "      <td>0.000</td>\n",
       "      <td>5.1380</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>67.4900</td>\n",
       "      <td>3613.0</td>\n",
       "      <td>911.600</td>\n",
       "      <td>1.4080</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>7150.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>21.3000</td>\n",
       "      <td>6.400</td>\n",
       "      <td>2979.00</td>\n",
       "      <td>20.400</td>\n",
       "      <td>5260.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.300</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burkina Faso</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>32.9400</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>205.1000</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>294.800</td>\n",
       "      <td>7.4070</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>18106.00</td>\n",
       "      <td>82.3</td>\n",
       "      <td>13.5000</td>\n",
       "      <td>9.500</td>\n",
       "      <td>745.60</td>\n",
       "      <td>9.000</td>\n",
       "      <td>5349.00</td>\n",
       "      <td>97.5</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>2.476</td>\n",
       "      <td>2.350</td>\n",
       "      <td>42.8900</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>35.4600</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.7500</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>11179.00</td>\n",
       "      <td>75.9</td>\n",
       "      <td>12.5400</td>\n",
       "      <td>7.470</td>\n",
       "      <td>1122.00</td>\n",
       "      <td>12.540</td>\n",
       "      <td>1304.00</td>\n",
       "      <td>91.1</td>\n",
       "      <td>2.476</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cabo Verde</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>7.7240</td>\n",
       "      <td>55.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>0.9188</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>520.50</td>\n",
       "      <td>91.7</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>0.124</td>\n",
       "      <td>576.40</td>\n",
       "      <td>0.181</td>\n",
       "      <td>333.10</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cambodia</th>\n",
       "      <td>355.500</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.2500</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1904.0</td>\n",
       "      <td>344.7000</td>\n",
       "      <td>3955.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74.6700</td>\n",
       "      <td>3.9</td>\n",
       "      <td>...</td>\n",
       "      <td>15578.00</td>\n",
       "      <td>75.5</td>\n",
       "      <td>476.1000</td>\n",
       "      <td>17.600</td>\n",
       "      <td>30562.00</td>\n",
       "      <td>471.500</td>\n",
       "      <td>3249.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>355.500</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Swaziland</th>\n",
       "      <td>1.870</td>\n",
       "      <td>0.000</td>\n",
       "      <td>6.8900</td>\n",
       "      <td>175.0</td>\n",
       "      <td>788.0</td>\n",
       "      <td>13.6800</td>\n",
       "      <td>190.0</td>\n",
       "      <td>454.500</td>\n",
       "      <td>41.4600</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>1287.00</td>\n",
       "      <td>74.1</td>\n",
       "      <td>4.5100</td>\n",
       "      <td>0.660</td>\n",
       "      <td>3504.00</td>\n",
       "      <td>4.510</td>\n",
       "      <td>273.90</td>\n",
       "      <td>93.6</td>\n",
       "      <td>1.870</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>3.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3680</td>\n",
       "      <td>2588.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>279.2000</td>\n",
       "      <td>2597.0</td>\n",
       "      <td>3677.000</td>\n",
       "      <td>1.7240</td>\n",
       "      <td>0.4</td>\n",
       "      <td>...</td>\n",
       "      <td>9779.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>174.0000</td>\n",
       "      <td>20.000</td>\n",
       "      <td>17793.00</td>\n",
       "      <td>173.000</td>\n",
       "      <td>8319.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>3.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>13.100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6859</td>\n",
       "      <td>400.2</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>63.4600</td>\n",
       "      <td>425.7</td>\n",
       "      <td>402.800</td>\n",
       "      <td>24.4900</td>\n",
       "      <td>3.2</td>\n",
       "      <td>...</td>\n",
       "      <td>8299.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>53.5000</td>\n",
       "      <td>2.500</td>\n",
       "      <td>6447.00</td>\n",
       "      <td>53.500</td>\n",
       "      <td>6089.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>13.100</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Syrian Arab Republic</th>\n",
       "      <td>17.340</td>\n",
       "      <td>1.250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4662.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>46.6700</td>\n",
       "      <td>5733.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.3600</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>18502.00</td>\n",
       "      <td>90.1</td>\n",
       "      <td>16.8000</td>\n",
       "      <td>6.174</td>\n",
       "      <td>908.00</td>\n",
       "      <td>12.630</td>\n",
       "      <td>12837.00</td>\n",
       "      <td>92.3</td>\n",
       "      <td>9.670</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tajikistan</th>\n",
       "      <td>13.310</td>\n",
       "      <td>0.000</td>\n",
       "      <td>27.4100</td>\n",
       "      <td>730.0</td>\n",
       "      <td>691.0</td>\n",
       "      <td>97.6900</td>\n",
       "      <td>870.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.3400</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>8482.00</td>\n",
       "      <td>73.8</td>\n",
       "      <td>21.9100</td>\n",
       "      <td>6.000</td>\n",
       "      <td>2583.00</td>\n",
       "      <td>18.910</td>\n",
       "      <td>2306.00</td>\n",
       "      <td>93.1</td>\n",
       "      <td>-41.550</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thailand</th>\n",
       "      <td>214.100</td>\n",
       "      <td>214.100</td>\n",
       "      <td>10.5000</td>\n",
       "      <td>16810.0</td>\n",
       "      <td>1622.0</td>\n",
       "      <td>832.3000</td>\n",
       "      <td>21310.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.8100</td>\n",
       "      <td>3.7</td>\n",
       "      <td>...</td>\n",
       "      <td>67959.00</td>\n",
       "      <td>97.8</td>\n",
       "      <td>438.6000</td>\n",
       "      <td>41.900</td>\n",
       "      <td>6454.00</td>\n",
       "      <td>427.400</td>\n",
       "      <td>33952.00</td>\n",
       "      <td>97.6</td>\n",
       "      <td>214.100</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The former Yugoslav Republic of Macedonia</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>11.1600</td>\n",
       "      <td>414.0</td>\n",
       "      <td>619.0</td>\n",
       "      <td>15.9100</td>\n",
       "      <td>452.0</td>\n",
       "      <td>1102.000</td>\n",
       "      <td>15.6200</td>\n",
       "      <td>3.3</td>\n",
       "      <td>...</td>\n",
       "      <td>2078.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>6.4000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3080.00</td>\n",
       "      <td>6.400</td>\n",
       "      <td>1204.00</td>\n",
       "      <td>99.8</td>\n",
       "      <td>1.000</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timor-Leste</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>19.1800</td>\n",
       "      <td>155.0</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>22.3000</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>1185.00</td>\n",
       "      <td>71.9</td>\n",
       "      <td>8.2150</td>\n",
       "      <td>0.886</td>\n",
       "      <td>6932.00</td>\n",
       "      <td>8.129</td>\n",
       "      <td>384.30</td>\n",
       "      <td>95.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Togo</th>\n",
       "      <td>3.200</td>\n",
       "      <td>0.000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>1168.0</td>\n",
       "      <td>66.3300</td>\n",
       "      <td>2820.0</td>\n",
       "      <td>235.000</td>\n",
       "      <td>21.7700</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>7305.00</td>\n",
       "      <td>63.1</td>\n",
       "      <td>14.7000</td>\n",
       "      <td>5.700</td>\n",
       "      <td>2012.00</td>\n",
       "      <td>14.000</td>\n",
       "      <td>2866.00</td>\n",
       "      <td>91.4</td>\n",
       "      <td>3.200</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tokelau</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.25</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tonga</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20.5000</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>106.20</td>\n",
       "      <td>99.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.22</td>\n",
       "      <td>99.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trinidad and Tobago</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.4767</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2200.0</td>\n",
       "      <td>11.2900</td>\n",
       "      <td>47.0</td>\n",
       "      <td>52.570</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.2</td>\n",
       "      <td>...</td>\n",
       "      <td>1360.00</td>\n",
       "      <td>95.1</td>\n",
       "      <td>3.8400</td>\n",
       "      <td>0.614</td>\n",
       "      <td>2824.00</td>\n",
       "      <td>3.740</td>\n",
       "      <td>113.70</td>\n",
       "      <td>95.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tunisia</th>\n",
       "      <td>0.320</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.8160</td>\n",
       "      <td>2900.0</td>\n",
       "      <td>207.0</td>\n",
       "      <td>33.8700</td>\n",
       "      <td>5232.0</td>\n",
       "      <td>239.100</td>\n",
       "      <td>9.1010</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>11254.00</td>\n",
       "      <td>97.7</td>\n",
       "      <td>4.6150</td>\n",
       "      <td>1.595</td>\n",
       "      <td>410.10</td>\n",
       "      <td>3.420</td>\n",
       "      <td>7510.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey</th>\n",
       "      <td>4.700</td>\n",
       "      <td>2.900</td>\n",
       "      <td>8.5900</td>\n",
       "      <td>20706.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>465.7000</td>\n",
       "      <td>23944.0</td>\n",
       "      <td>2000.000</td>\n",
       "      <td>1.5180</td>\n",
       "      <td>2.6</td>\n",
       "      <td>...</td>\n",
       "      <td>78666.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>211.6000</td>\n",
       "      <td>67.800</td>\n",
       "      <td>2690.00</td>\n",
       "      <td>171.800</td>\n",
       "      <td>56288.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>-15.400</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkmenistan</th>\n",
       "      <td>45.360</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>78.5800</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0000</td>\n",
       "      <td>1.8</td>\n",
       "      <td>...</td>\n",
       "      <td>5374.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24.7700</td>\n",
       "      <td>0.405</td>\n",
       "      <td>4609.00</td>\n",
       "      <td>24.360</td>\n",
       "      <td>2689.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23.360</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuvalu</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>22.1600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9.92</td>\n",
       "      <td>97.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.92</td>\n",
       "      <td>98.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uganda</th>\n",
       "      <td>21.100</td>\n",
       "      <td>0.000</td>\n",
       "      <td>24.7100</td>\n",
       "      <td>6900.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>285.0000</td>\n",
       "      <td>9100.0</td>\n",
       "      <td>2050.000</td>\n",
       "      <td>35.1100</td>\n",
       "      <td>3.6</td>\n",
       "      <td>...</td>\n",
       "      <td>39032.00</td>\n",
       "      <td>79.0</td>\n",
       "      <td>60.1000</td>\n",
       "      <td>29.000</td>\n",
       "      <td>1540.00</td>\n",
       "      <td>60.100</td>\n",
       "      <td>6463.00</td>\n",
       "      <td>95.5</td>\n",
       "      <td>21.100</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ukraine</th>\n",
       "      <td>120.200</td>\n",
       "      <td>84.050</td>\n",
       "      <td>14.0400</td>\n",
       "      <td>32531.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>341.0000</td>\n",
       "      <td>33424.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.5700</td>\n",
       "      <td>2.4</td>\n",
       "      <td>...</td>\n",
       "      <td>44824.00</td>\n",
       "      <td>96.2</td>\n",
       "      <td>175.3000</td>\n",
       "      <td>22.000</td>\n",
       "      <td>3911.00</td>\n",
       "      <td>170.300</td>\n",
       "      <td>31116.00</td>\n",
       "      <td>95.5</td>\n",
       "      <td>120.200</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Arab Emirates</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6595</td>\n",
       "      <td>37.5</td>\n",
       "      <td>78.0</td>\n",
       "      <td>6.5210</td>\n",
       "      <td>77.3</td>\n",
       "      <td>6.672</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>...</td>\n",
       "      <td>9157.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>0.120</td>\n",
       "      <td>16.38</td>\n",
       "      <td>0.150</td>\n",
       "      <td>8192.00</td>\n",
       "      <td>99.6</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>2.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.6799</td>\n",
       "      <td>6234.0</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>297.2000</td>\n",
       "      <td>6279.0</td>\n",
       "      <td>81.460</td>\n",
       "      <td>1.3610</td>\n",
       "      <td>3.4</td>\n",
       "      <td>...</td>\n",
       "      <td>64716.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>147.0000</td>\n",
       "      <td>9.800</td>\n",
       "      <td>2271.00</td>\n",
       "      <td>146.200</td>\n",
       "      <td>52730.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Republic of Tanzania</th>\n",
       "      <td>12.270</td>\n",
       "      <td>0.000</td>\n",
       "      <td>30.5000</td>\n",
       "      <td>13500.0</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>1015.0000</td>\n",
       "      <td>15650.0</td>\n",
       "      <td>1949.000</td>\n",
       "      <td>12.7500</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>53470.00</td>\n",
       "      <td>55.6</td>\n",
       "      <td>96.2700</td>\n",
       "      <td>30.000</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>92.270</td>\n",
       "      <td>16528.00</td>\n",
       "      <td>77.2</td>\n",
       "      <td>12.270</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United States of America</th>\n",
       "      <td>251.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.3340</td>\n",
       "      <td>154605.0</td>\n",
       "      <td>715.0</td>\n",
       "      <td>7030.0000</td>\n",
       "      <td>157205.0</td>\n",
       "      <td>2287.000</td>\n",
       "      <td>8.1790</td>\n",
       "      <td>3.1</td>\n",
       "      <td>...</td>\n",
       "      <td>321774.00</td>\n",
       "      <td>99.2</td>\n",
       "      <td>3069.0000</td>\n",
       "      <td>1383.000</td>\n",
       "      <td>9538.00</td>\n",
       "      <td>2913.000</td>\n",
       "      <td>265361.00</td>\n",
       "      <td>99.4</td>\n",
       "      <td>251.000</td>\n",
       "      <td>Very high</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uruguay</th>\n",
       "      <td>80.000</td>\n",
       "      <td>75.000</td>\n",
       "      <td>7.0480</td>\n",
       "      <td>2411.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>229.1000</td>\n",
       "      <td>2450.0</td>\n",
       "      <td>4997.000</td>\n",
       "      <td>46.4600</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3432.00</td>\n",
       "      <td>99.7</td>\n",
       "      <td>172.2000</td>\n",
       "      <td>22.900</td>\n",
       "      <td>50175.00</td>\n",
       "      <td>172.200</td>\n",
       "      <td>3269.00</td>\n",
       "      <td>100.0</td>\n",
       "      <td>80.000</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uzbekistan</th>\n",
       "      <td>65.650</td>\n",
       "      <td>0.000</td>\n",
       "      <td>18.2600</td>\n",
       "      <td>4400.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>92.1600</td>\n",
       "      <td>4770.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>80.0700</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>29893.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.8700</td>\n",
       "      <td>8.800</td>\n",
       "      <td>1635.00</td>\n",
       "      <td>42.070</td>\n",
       "      <td>10804.00</td>\n",
       "      <td>98.5</td>\n",
       "      <td>32.530</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vanuatu</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>28.2000</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>24.3800</td>\n",
       "      <td>145.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>264.60</td>\n",
       "      <td>94.5</td>\n",
       "      <td>10.0000</td>\n",
       "      <td>4.377</td>\n",
       "      <td>37793.00</td>\n",
       "      <td>10.000</td>\n",
       "      <td>68.95</td>\n",
       "      <td>98.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela (Bolivarian Republic of)</th>\n",
       "      <td>520.000</td>\n",
       "      <td>25.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2700.0</td>\n",
       "      <td>2044.0</td>\n",
       "      <td>1864.0000</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>5066.000</td>\n",
       "      <td>39.2500</td>\n",
       "      <td>2.7</td>\n",
       "      <td>...</td>\n",
       "      <td>31108.00</td>\n",
       "      <td>93.1</td>\n",
       "      <td>1325.0000</td>\n",
       "      <td>227.000</td>\n",
       "      <td>42594.00</td>\n",
       "      <td>1303.000</td>\n",
       "      <td>27848.00</td>\n",
       "      <td>95.0</td>\n",
       "      <td>520.000</td>\n",
       "      <td>High</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Viet Nam</th>\n",
       "      <td>524.700</td>\n",
       "      <td>0.000</td>\n",
       "      <td>16.9900</td>\n",
       "      <td>6410.0</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>602.7000</td>\n",
       "      <td>10232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59.3500</td>\n",
       "      <td>3.8</td>\n",
       "      <td>...</td>\n",
       "      <td>93448.00</td>\n",
       "      <td>97.6</td>\n",
       "      <td>884.1000</td>\n",
       "      <td>71.420</td>\n",
       "      <td>9461.00</td>\n",
       "      <td>847.700</td>\n",
       "      <td>31372.00</td>\n",
       "      <td>99.1</td>\n",
       "      <td>524.700</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>88.1700</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>2.9</td>\n",
       "      <td>...</td>\n",
       "      <td>26832.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.1000</td>\n",
       "      <td>1.500</td>\n",
       "      <td>78.26</td>\n",
       "      <td>2.000</td>\n",
       "      <td>8837.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>24.600</td>\n",
       "      <td>0.000</td>\n",
       "      <td>8.4980</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>767.7000</td>\n",
       "      <td>3836.0</td>\n",
       "      <td>6236.000</td>\n",
       "      <td>23.4700</td>\n",
       "      <td>2.5</td>\n",
       "      <td>...</td>\n",
       "      <td>16212.00</td>\n",
       "      <td>65.4</td>\n",
       "      <td>104.8000</td>\n",
       "      <td>47.000</td>\n",
       "      <td>6464.00</td>\n",
       "      <td>104.800</td>\n",
       "      <td>6351.00</td>\n",
       "      <td>85.6</td>\n",
       "      <td>24.600</td>\n",
       "      <td>Low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>7.740</td>\n",
       "      <td>7.740</td>\n",
       "      <td>12.5300</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>256.7000</td>\n",
       "      <td>4100.0</td>\n",
       "      <td>6405.000</td>\n",
       "      <td>38.7000</td>\n",
       "      <td>2.8</td>\n",
       "      <td>...</td>\n",
       "      <td>15603.00</td>\n",
       "      <td>76.9</td>\n",
       "      <td>20.0000</td>\n",
       "      <td>6.000</td>\n",
       "      <td>1282.00</td>\n",
       "      <td>19.000</td>\n",
       "      <td>4871.00</td>\n",
       "      <td>97.0</td>\n",
       "      <td>7.740</td>\n",
       "      <td>Very low</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "2013-2017                                  accounted_flow  \\\n",
       "country                                                     \n",
       "Afghanistan                                        19.000   \n",
       "Albania                                             3.300   \n",
       "Algeria                                             0.390   \n",
       "Andorra                                               NaN   \n",
       "Angola                                              0.400   \n",
       "Antigua and Barbuda                                 0.000   \n",
       "Argentina                                         584.200   \n",
       "Armenia                                             0.910   \n",
       "Australia                                           0.000   \n",
       "Austria                                            22.700   \n",
       "Azerbaijan                                         26.560   \n",
       "Bahamas                                             0.000   \n",
       "Bahrain                                             0.000   \n",
       "Bangladesh                                       1122.000   \n",
       "Barbados                                            0.000   \n",
       "Belarus                                            23.900   \n",
       "Belgium                                             6.300   \n",
       "Belize                                              6.474   \n",
       "Benin                                              16.090   \n",
       "Bhutan                                              0.000   \n",
       "Bolivia (Plurinational State of)                  270.500   \n",
       "Bosnia and Herzegovina                              2.000   \n",
       "Botswana                                            9.840   \n",
       "Brazil                                           2986.000   \n",
       "Brunei Darussalam                                   0.000   \n",
       "Bulgaria                                            0.300   \n",
       "Burkina Faso                                        1.000   \n",
       "Burundi                                             2.476   \n",
       "Cabo Verde                                          0.000   \n",
       "Cambodia                                          355.500   \n",
       "...                                                   ...   \n",
       "Swaziland                                           1.870   \n",
       "Sweden                                              3.000   \n",
       "Switzerland                                        13.100   \n",
       "Syrian Arab Republic                               17.340   \n",
       "Tajikistan                                         13.310   \n",
       "Thailand                                          214.100   \n",
       "The former Yugoslav Republic of Macedonia           1.000   \n",
       "Timor-Leste                                         0.000   \n",
       "Togo                                                3.200   \n",
       "Tokelau                                             0.000   \n",
       "Tonga                                               0.000   \n",
       "Trinidad and Tobago                                 0.000   \n",
       "Tunisia                                             0.320   \n",
       "Turkey                                              4.700   \n",
       "Turkmenistan                                       45.360   \n",
       "Tuvalu                                              0.000   \n",
       "Uganda                                             21.100   \n",
       "Ukraine                                           120.200   \n",
       "United Arab Emirates                                0.000   \n",
       "United Kingdom                                      2.000   \n",
       "United Republic of Tanzania                        12.270   \n",
       "United States of America                          251.000   \n",
       "Uruguay                                            80.000   \n",
       "Uzbekistan                                         65.650   \n",
       "Vanuatu                                             0.000   \n",
       "Venezuela (Bolivarian Republic of)                520.000   \n",
       "Viet Nam                                          524.700   \n",
       "Yemen                                               0.000   \n",
       "Zambia                                             24.600   \n",
       "Zimbabwe                                            7.740   \n",
       "\n",
       "2013-2017                                  accounted_flow_border_rivers  \\\n",
       "country                                                                   \n",
       "Afghanistan                                                       9.000   \n",
       "Albania                                                           0.000   \n",
       "Algeria                                                           0.000   \n",
       "Andorra                                                             NaN   \n",
       "Angola                                                            0.000   \n",
       "Antigua and Barbuda                                               0.000   \n",
       "Argentina                                                        67.940   \n",
       "Armenia                                                           0.910   \n",
       "Australia                                                         0.000   \n",
       "Austria                                                           0.000   \n",
       "Azerbaijan                                                        1.180   \n",
       "Bahamas                                                           0.000   \n",
       "Bahrain                                                           0.000   \n",
       "Bangladesh                                                        0.000   \n",
       "Barbados                                                          0.000   \n",
       "Belarus                                                           0.000   \n",
       "Belgium                                                           0.000   \n",
       "Belize                                                            0.432   \n",
       "Benin                                                            16.090   \n",
       "Bhutan                                                            0.000   \n",
       "Bolivia (Plurinational State of)                                 11.500   \n",
       "Bosnia and Herzegovina                                            0.000   \n",
       "Botswana                                                          0.800   \n",
       "Brazil                                                            0.000   \n",
       "Brunei Darussalam                                                 0.000   \n",
       "Bulgaria                                                          0.000   \n",
       "Burkina Faso                                                      0.000   \n",
       "Burundi                                                           2.350   \n",
       "Cabo Verde                                                        0.000   \n",
       "Cambodia                                                          0.000   \n",
       "...                                                                 ...   \n",
       "Swaziland                                                         0.000   \n",
       "Sweden                                                            0.000   \n",
       "Switzerland                                                       0.000   \n",
       "Syrian Arab Republic                                              1.250   \n",
       "Tajikistan                                                        0.000   \n",
       "Thailand                                                        214.100   \n",
       "The former Yugoslav Republic of Macedonia                         0.000   \n",
       "Timor-Leste                                                       0.000   \n",
       "Togo                                                              0.000   \n",
       "Tokelau                                                           0.000   \n",
       "Tonga                                                             0.000   \n",
       "Trinidad and Tobago                                               0.000   \n",
       "Tunisia                                                           0.000   \n",
       "Turkey                                                            2.900   \n",
       "Turkmenistan                                                      0.000   \n",
       "Tuvalu                                                            0.000   \n",
       "Uganda                                                            0.000   \n",
       "Ukraine                                                          84.050   \n",
       "United Arab Emirates                                              0.000   \n",
       "United Kingdom                                                    0.000   \n",
       "United Republic of Tanzania                                       0.000   \n",
       "United States of America                                          0.000   \n",
       "Uruguay                                                          75.000   \n",
       "Uzbekistan                                                        0.000   \n",
       "Vanuatu                                                           0.000   \n",
       "Venezuela (Bolivarian Republic of)                               25.000   \n",
       "Viet Nam                                                          0.000   \n",
       "Yemen                                                             0.000   \n",
       "Zambia                                                            0.000   \n",
       "Zimbabwe                                                          7.740   \n",
       "\n",
       "2013-2017                                  agg_to_gdp  arable_land  \\\n",
       "country                                                              \n",
       "Afghanistan                                   22.6000       7771.0   \n",
       "Albania                                       22.0500        615.6   \n",
       "Algeria                                       13.0500       7469.0   \n",
       "Andorra                                        0.5239          2.8   \n",
       "Angola                                            NaN       4900.0   \n",
       "Antigua and Barbuda                            2.3720          4.0   \n",
       "Argentina                                      8.3140      39200.0   \n",
       "Armenia                                       19.3500        447.5   \n",
       "Australia                                      2.3840      46957.0   \n",
       "Austria                                        1.3300       1352.0   \n",
       "Azerbaijan                                     6.7910       1926.0   \n",
       "Bahamas                                        1.7680          8.0   \n",
       "Bahrain                                        0.3004          1.6   \n",
       "Bangladesh                                    15.5100       7669.0   \n",
       "Barbados                                       1.4440         11.0   \n",
       "Belarus                                        7.7960       5670.0   \n",
       "Belgium                                        0.6162        817.0   \n",
       "Belize                                        15.5200         78.0   \n",
       "Benin                                         23.1900       2700.0   \n",
       "Bhutan                                        17.0600        100.2   \n",
       "Bolivia (Plurinational State of)              12.9900       4472.0   \n",
       "Bosnia and Herzegovina                         7.1040       1011.0   \n",
       "Botswana                                       2.4080        399.0   \n",
       "Brazil                                         5.2150      80017.0   \n",
       "Brunei Darussalam                              0.7258          5.0   \n",
       "Bulgaria                                       5.1380       3486.0   \n",
       "Burkina Faso                                  32.9400       6000.0   \n",
       "Burundi                                       42.8900       1200.0   \n",
       "Cabo Verde                                     7.7240         55.0   \n",
       "Cambodia                                      28.2500       3800.0   \n",
       "...                                               ...          ...   \n",
       "Swaziland                                      6.8900        175.0   \n",
       "Sweden                                         1.3680       2588.0   \n",
       "Switzerland                                    0.6859        400.2   \n",
       "Syrian Arab Republic                              NaN       4662.0   \n",
       "Tajikistan                                    27.4100        730.0   \n",
       "Thailand                                      10.5000      16810.0   \n",
       "The former Yugoslav Republic of Macedonia     11.1600        414.0   \n",
       "Timor-Leste                                   19.1800        155.0   \n",
       "Togo                                          41.0000       2650.0   \n",
       "Tokelau                                           NaN          0.0   \n",
       "Tonga                                         20.5000         18.0   \n",
       "Trinidad and Tobago                            0.4767         25.0   \n",
       "Tunisia                                        8.8160       2900.0   \n",
       "Turkey                                         8.5900      20706.0   \n",
       "Turkmenistan                                      NaN       1940.0   \n",
       "Tuvalu                                        22.1600          0.0   \n",
       "Uganda                                        24.7100       6900.0   \n",
       "Ukraine                                       14.0400      32531.0   \n",
       "United Arab Emirates                           0.6595         37.5   \n",
       "United Kingdom                                 0.6799       6234.0   \n",
       "United Republic of Tanzania                   30.5000      13500.0   \n",
       "United States of America                       1.3340     154605.0   \n",
       "Uruguay                                        7.0480       2411.0   \n",
       "Uzbekistan                                    18.2600       4400.0   \n",
       "Vanuatu                                       28.2000         20.0   \n",
       "Venezuela (Bolivarian Republic of)                NaN       2700.0   \n",
       "Viet Nam                                      16.9900       6410.0   \n",
       "Yemen                                             NaN       1248.0   \n",
       "Zambia                                         8.4980       3800.0   \n",
       "Zimbabwe                                      12.5300       4000.0   \n",
       "\n",
       "2013-2017                                  avg_annual_rain_depth  \\\n",
       "country                                                            \n",
       "Afghanistan                                                327.0   \n",
       "Albania                                                   1485.0   \n",
       "Algeria                                                     89.0   \n",
       "Andorra                                                      NaN   \n",
       "Angola                                                    1010.0   \n",
       "Antigua and Barbuda                                       1030.0   \n",
       "Argentina                                                  591.0   \n",
       "Armenia                                                    562.0   \n",
       "Australia                                                  534.0   \n",
       "Austria                                                   1110.0   \n",
       "Azerbaijan                                                 447.0   \n",
       "Bahamas                                                   1292.0   \n",
       "Bahrain                                                     83.0   \n",
       "Bangladesh                                                2666.0   \n",
       "Barbados                                                  1422.0   \n",
       "Belarus                                                    618.0   \n",
       "Belgium                                                    847.0   \n",
       "Belize                                                    1705.0   \n",
       "Benin                                                     1039.0   \n",
       "Bhutan                                                    2200.0   \n",
       "Bolivia (Plurinational State of)                          1146.0   \n",
       "Bosnia and Herzegovina                                    1028.0   \n",
       "Botswana                                                   416.0   \n",
       "Brazil                                                    1761.0   \n",
       "Brunei Darussalam                                         2722.0   \n",
       "Bulgaria                                                   608.0   \n",
       "Burkina Faso                                               748.0   \n",
       "Burundi                                                   1274.0   \n",
       "Cabo Verde                                                 228.0   \n",
       "Cambodia                                                  1904.0   \n",
       "...                                                          ...   \n",
       "Swaziland                                                  788.0   \n",
       "Sweden                                                     624.0   \n",
       "Switzerland                                               1537.0   \n",
       "Syrian Arab Republic                                       252.0   \n",
       "Tajikistan                                                 691.0   \n",
       "Thailand                                                  1622.0   \n",
       "The former Yugoslav Republic of Macedonia                  619.0   \n",
       "Timor-Leste                                               1500.0   \n",
       "Togo                                                      1168.0   \n",
       "Tokelau                                                      NaN   \n",
       "Tonga                                                        NaN   \n",
       "Trinidad and Tobago                                       2200.0   \n",
       "Tunisia                                                    207.0   \n",
       "Turkey                                                     593.0   \n",
       "Turkmenistan                                               161.0   \n",
       "Tuvalu                                                       NaN   \n",
       "Uganda                                                    1180.0   \n",
       "Ukraine                                                    565.0   \n",
       "United Arab Emirates                                        78.0   \n",
       "United Kingdom                                            1220.0   \n",
       "United Republic of Tanzania                               1071.0   \n",
       "United States of America                                   715.0   \n",
       "Uruguay                                                   1300.0   \n",
       "Uzbekistan                                                 206.0   \n",
       "Vanuatu                                                   2000.0   \n",
       "Venezuela (Bolivarian Republic of)                        2044.0   \n",
       "Viet Nam                                                  1821.0   \n",
       "Yemen                                                      167.0   \n",
       "Zambia                                                    1020.0   \n",
       "Zimbabwe                                                   657.0   \n",
       "\n",
       "2013-2017                                  avg_annual_rain_vol  \\\n",
       "country                                                          \n",
       "Afghanistan                                           213.5000   \n",
       "Albania                                                42.6900   \n",
       "Algeria                                               212.0000   \n",
       "Andorra                                                 0.4724   \n",
       "Angola                                               1259.0000   \n",
       "Antigua and Barbuda                                     0.4532   \n",
       "Argentina                                            1643.0000   \n",
       "Armenia                                                16.7100   \n",
       "Australia                                            4134.0000   \n",
       "Austria                                                93.1100   \n",
       "Azerbaijan                                             38.7100   \n",
       "Bahamas                                                17.9300   \n",
       "Bahrain                                                 0.0640   \n",
       "Bangladesh                                            393.6000   \n",
       "Barbados                                                0.6115   \n",
       "Belarus                                               128.3000   \n",
       "Belgium                                                25.8600   \n",
       "Belize                                                 39.1600   \n",
       "Benin                                                 119.2000   \n",
       "Bhutan                                                 84.4600   \n",
       "Bolivia (Plurinational State of)                     1259.0000   \n",
       "Bosnia and Herzegovina                                 52.6400   \n",
       "Botswana                                              242.0000   \n",
       "Brazil                                              14995.0000   \n",
       "Brunei Darussalam                                      15.7100   \n",
       "Bulgaria                                               67.4900   \n",
       "Burkina Faso                                          205.1000   \n",
       "Burundi                                                35.4600   \n",
       "Cabo Verde                                              0.9188   \n",
       "Cambodia                                              344.7000   \n",
       "...                                                        ...   \n",
       "Swaziland                                              13.6800   \n",
       "Sweden                                                279.2000   \n",
       "Switzerland                                            63.4600   \n",
       "Syrian Arab Republic                                   46.6700   \n",
       "Tajikistan                                             97.6900   \n",
       "Thailand                                              832.3000   \n",
       "The former Yugoslav Republic of Macedonia              15.9100   \n",
       "Timor-Leste                                            22.3000   \n",
       "Togo                                                   66.3300   \n",
       "Tokelau                                                    NaN   \n",
       "Tonga                                                      NaN   \n",
       "Trinidad and Tobago                                    11.2900   \n",
       "Tunisia                                                33.8700   \n",
       "Turkey                                                465.7000   \n",
       "Turkmenistan                                           78.5800   \n",
       "Tuvalu                                                     NaN   \n",
       "Uganda                                                285.0000   \n",
       "Ukraine                                               341.0000   \n",
       "United Arab Emirates                                    6.5210   \n",
       "United Kingdom                                        297.2000   \n",
       "United Republic of Tanzania                          1015.0000   \n",
       "United States of America                             7030.0000   \n",
       "Uruguay                                               229.1000   \n",
       "Uzbekistan                                             92.1600   \n",
       "Vanuatu                                                24.3800   \n",
       "Venezuela (Bolivarian Republic of)                   1864.0000   \n",
       "Viet Nam                                              602.7000   \n",
       "Yemen                                                  88.1700   \n",
       "Zambia                                                767.7000   \n",
       "Zimbabwe                                              256.7000   \n",
       "\n",
       "2013-2017                                  cultivated_area  \\\n",
       "country                                                      \n",
       "Afghanistan                                         7910.0   \n",
       "Albania                                              696.0   \n",
       "Algeria                                             8439.0   \n",
       "Andorra                                                2.8   \n",
       "Angola                                              5190.0   \n",
       "Antigua and Barbuda                                    5.0   \n",
       "Argentina                                          40200.0   \n",
       "Armenia                                              505.2   \n",
       "Australia                                          47307.0   \n",
       "Austria                                             1417.0   \n",
       "Azerbaijan                                          2160.0   \n",
       "Bahamas                                               12.0   \n",
       "Bahrain                                                4.6   \n",
       "Bangladesh                                          8499.0   \n",
       "Barbados                                              12.0   \n",
       "Belarus                                             5788.0   \n",
       "Belgium                                              839.3   \n",
       "Belize                                               110.0   \n",
       "Benin                                               3200.0   \n",
       "Bhutan                                               112.6   \n",
       "Bolivia (Plurinational State of)                    4704.0   \n",
       "Bosnia and Herzegovina                              1117.0   \n",
       "Botswana                                             401.0   \n",
       "Brazil                                             86589.0   \n",
       "Brunei Darussalam                                     11.0   \n",
       "Bulgaria                                            3613.0   \n",
       "Burkina Faso                                        6100.0   \n",
       "Burundi                                             1550.0   \n",
       "Cabo Verde                                            59.0   \n",
       "Cambodia                                            3955.0   \n",
       "...                                                    ...   \n",
       "Swaziland                                            190.0   \n",
       "Sweden                                              2597.0   \n",
       "Switzerland                                          425.7   \n",
       "Syrian Arab Republic                                5733.0   \n",
       "Tajikistan                                           870.0   \n",
       "Thailand                                           21310.0   \n",
       "The former Yugoslav Republic of Macedonia            452.0   \n",
       "Timor-Leste                                          230.0   \n",
       "Togo                                                2820.0   \n",
       "Tokelau                                                0.6   \n",
       "Tonga                                                 29.0   \n",
       "Trinidad and Tobago                                   47.0   \n",
       "Tunisia                                             5232.0   \n",
       "Turkey                                             23944.0   \n",
       "Turkmenistan                                        2000.0   \n",
       "Tuvalu                                                 1.8   \n",
       "Uganda                                              9100.0   \n",
       "Ukraine                                            33424.0   \n",
       "United Arab Emirates                                  77.3   \n",
       "United Kingdom                                      6279.0   \n",
       "United Republic of Tanzania                        15650.0   \n",
       "United States of America                          157205.0   \n",
       "Uruguay                                             2450.0   \n",
       "Uzbekistan                                          4770.0   \n",
       "Vanuatu                                              145.0   \n",
       "Venezuela (Bolivarian Republic of)                  3400.0   \n",
       "Viet Nam                                           10232.0   \n",
       "Yemen                                               1546.0   \n",
       "Zambia                                              3836.0   \n",
       "Zimbabwe                                            4100.0   \n",
       "\n",
       "2013-2017                                  dam_capacity_per_capita  \\\n",
       "country                                                              \n",
       "Afghanistan                                                 61.760   \n",
       "Albania                                                   1391.000   \n",
       "Algeria                                                    209.300   \n",
       "Andorra                                                        NaN   \n",
       "Angola                                                     377.500   \n",
       "Antigua and Barbuda                                         65.350   \n",
       "Argentina                                                 3031.000   \n",
       "Armenia                                                        NaN   \n",
       "Australia                                                 3245.000   \n",
       "Austria                                                    249.000   \n",
       "Azerbaijan                                                2204.000   \n",
       "Bahamas                                                        NaN   \n",
       "Bahrain                                                        NaN   \n",
       "Bangladesh                                                  40.230   \n",
       "Barbados                                                       NaN   \n",
       "Belarus                                                        NaN   \n",
       "Belgium                                                     12.770   \n",
       "Belize                                                     338.700   \n",
       "Benin                                                        2.160   \n",
       "Bhutan                                                         NaN   \n",
       "Bolivia (Plurinational State of)                            55.490   \n",
       "Bosnia and Herzegovina                                     764.300   \n",
       "Botswana                                                   200.600   \n",
       "Brazil                                                    3370.000   \n",
       "Brunei Darussalam                                          106.300   \n",
       "Bulgaria                                                   911.600   \n",
       "Burkina Faso                                               294.800   \n",
       "Burundi                                                        NaN   \n",
       "Cabo Verde                                                     NaN   \n",
       "Cambodia                                                       NaN   \n",
       "...                                                            ...   \n",
       "Swaziland                                                  454.500   \n",
       "Sweden                                                    3677.000   \n",
       "Switzerland                                                402.800   \n",
       "Syrian Arab Republic                                           NaN   \n",
       "Tajikistan                                                     NaN   \n",
       "Thailand                                                       NaN   \n",
       "The former Yugoslav Republic of Macedonia                 1102.000   \n",
       "Timor-Leste                                                    NaN   \n",
       "Togo                                                       235.000   \n",
       "Tokelau                                                        NaN   \n",
       "Tonga                                                          NaN   \n",
       "Trinidad and Tobago                                         52.570   \n",
       "Tunisia                                                    239.100   \n",
       "Turkey                                                    2000.000   \n",
       "Turkmenistan                                                   NaN   \n",
       "Tuvalu                                                         NaN   \n",
       "Uganda                                                    2050.000   \n",
       "Ukraine                                                        NaN   \n",
       "United Arab Emirates                                         6.672   \n",
       "United Kingdom                                              81.460   \n",
       "United Republic of Tanzania                               1949.000   \n",
       "United States of America                                  2287.000   \n",
       "Uruguay                                                   4997.000   \n",
       "Uzbekistan                                                     NaN   \n",
       "Vanuatu                                                        NaN   \n",
       "Venezuela (Bolivarian Republic of)                        5066.000   \n",
       "Viet Nam                                                       NaN   \n",
       "Yemen                                                          NaN   \n",
       "Zambia                                                    6236.000   \n",
       "Zimbabwe                                                  6405.000   \n",
       "\n",
       "2013-2017                                  dependency_ratio  flood_occurence  \\\n",
       "country                                                                        \n",
       "Afghanistan                                         28.7200              3.7   \n",
       "Albania                                             10.9300              2.7   \n",
       "Algeria                                              3.5990              2.8   \n",
       "Andorra                                                 NaN              3.3   \n",
       "Angola                                               0.2695              1.7   \n",
       "Antigua and Barbuda                                  0.0000              3.6   \n",
       "Argentina                                           66.6700              2.5   \n",
       "Armenia                                             11.7100              3.3   \n",
       "Australia                                            0.0000              2.7   \n",
       "Austria                                             29.2100              3.3   \n",
       "Azerbaijan                                          76.6000              3.0   \n",
       "Bahamas                                              0.0000              NaN   \n",
       "Bahrain                                             96.5500              0.0   \n",
       "Bangladesh                                          91.4400              4.9   \n",
       "Barbados                                             0.0000              3.6   \n",
       "Belarus                                             41.2800              2.6   \n",
       "Belgium                                             34.4300              2.8   \n",
       "Belize                                              29.7900              2.6   \n",
       "Benin                                               60.9700              3.6   \n",
       "Bhutan                                               0.0000              4.7   \n",
       "Bolivia (Plurinational State of)                    47.1300              3.1   \n",
       "Bosnia and Herzegovina                               5.3330              3.6   \n",
       "Botswana                                            80.3900              2.1   \n",
       "Brazil                                              34.5300              3.1   \n",
       "Brunei Darussalam                                    0.0000              2.3   \n",
       "Bulgaria                                             1.4080              3.2   \n",
       "Burkina Faso                                         7.4070              3.3   \n",
       "Burundi                                             19.7500              3.3   \n",
       "Cabo Verde                                           0.0000              NaN   \n",
       "Cambodia                                            74.6700              3.9   \n",
       "...                                                     ...              ...   \n",
       "Swaziland                                           41.4600              3.1   \n",
       "Sweden                                               1.7240              0.4   \n",
       "Switzerland                                         24.4900              3.2   \n",
       "Syrian Arab Republic                                72.3600              2.7   \n",
       "Tajikistan                                          17.3400              3.7   \n",
       "Thailand                                            48.8100              3.7   \n",
       "The former Yugoslav Republic of Macedonia           15.6200              3.3   \n",
       "Timor-Leste                                          0.0000              2.2   \n",
       "Togo                                                21.7700              3.1   \n",
       "Tokelau                                              0.0000              NaN   \n",
       "Tonga                                                0.0000              NaN   \n",
       "Trinidad and Tobago                                  0.0000              2.2   \n",
       "Tunisia                                              9.1010              2.6   \n",
       "Turkey                                               1.5180              2.6   \n",
       "Turkmenistan                                        97.0000              1.8   \n",
       "Tuvalu                                               0.0000              NaN   \n",
       "Uganda                                              35.1100              3.6   \n",
       "Ukraine                                             68.5700              2.4   \n",
       "United Arab Emirates                                 0.0000              1.2   \n",
       "United Kingdom                                       1.3610              3.4   \n",
       "United Republic of Tanzania                         12.7500              3.1   \n",
       "United States of America                             8.1790              3.1   \n",
       "Uruguay                                             46.4600              3.0   \n",
       "Uzbekistan                                          80.0700              2.7   \n",
       "Vanuatu                                              0.0000              NaN   \n",
       "Venezuela (Bolivarian Republic of)                  39.2500              2.7   \n",
       "Viet Nam                                            59.3500              3.8   \n",
       "Yemen                                                0.0000              2.9   \n",
       "Zambia                                              23.4700              2.5   \n",
       "Zimbabwe                                            38.7000              2.8   \n",
       "\n",
       "2013-2017                                  ...  total_pop  \\\n",
       "country                                    ...              \n",
       "Afghanistan                                ...   32527.00   \n",
       "Albania                                    ...    2897.00   \n",
       "Algeria                                    ...   39667.00   \n",
       "Andorra                                    ...      70.47   \n",
       "Angola                                     ...   25022.00   \n",
       "Antigua and Barbuda                        ...      91.82   \n",
       "Argentina                                  ...   43417.00   \n",
       "Armenia                                    ...    3018.00   \n",
       "Australia                                  ...   23969.00   \n",
       "Austria                                    ...    8545.00   \n",
       "Azerbaijan                                 ...    9754.00   \n",
       "Bahamas                                    ...     388.00   \n",
       "Bahrain                                    ...    1377.00   \n",
       "Bangladesh                                 ...  160996.00   \n",
       "Barbados                                   ...     284.20   \n",
       "Belarus                                    ...    9496.00   \n",
       "Belgium                                    ...   11299.00   \n",
       "Belize                                     ...     359.30   \n",
       "Benin                                      ...   10880.00   \n",
       "Bhutan                                     ...     774.80   \n",
       "Bolivia (Plurinational State of)           ...   10725.00   \n",
       "Bosnia and Herzegovina                     ...    3810.00   \n",
       "Botswana                                   ...    2262.00   \n",
       "Brazil                                     ...  207848.00   \n",
       "Brunei Darussalam                          ...     423.20   \n",
       "Bulgaria                                   ...    7150.00   \n",
       "Burkina Faso                               ...   18106.00   \n",
       "Burundi                                    ...   11179.00   \n",
       "Cabo Verde                                 ...     520.50   \n",
       "Cambodia                                   ...   15578.00   \n",
       "...                                        ...        ...   \n",
       "Swaziland                                  ...    1287.00   \n",
       "Sweden                                     ...    9779.00   \n",
       "Switzerland                                ...    8299.00   \n",
       "Syrian Arab Republic                       ...   18502.00   \n",
       "Tajikistan                                 ...    8482.00   \n",
       "Thailand                                   ...   67959.00   \n",
       "The former Yugoslav Republic of Macedonia  ...    2078.00   \n",
       "Timor-Leste                                ...    1185.00   \n",
       "Togo                                       ...    7305.00   \n",
       "Tokelau                                    ...       1.25   \n",
       "Tonga                                      ...     106.20   \n",
       "Trinidad and Tobago                        ...    1360.00   \n",
       "Tunisia                                    ...   11254.00   \n",
       "Turkey                                     ...   78666.00   \n",
       "Turkmenistan                               ...    5374.00   \n",
       "Tuvalu                                     ...       9.92   \n",
       "Uganda                                     ...   39032.00   \n",
       "Ukraine                                    ...   44824.00   \n",
       "United Arab Emirates                       ...    9157.00   \n",
       "United Kingdom                             ...   64716.00   \n",
       "United Republic of Tanzania                ...   53470.00   \n",
       "United States of America                   ...  321774.00   \n",
       "Uruguay                                    ...    3432.00   \n",
       "Uzbekistan                                 ...   29893.00   \n",
       "Vanuatu                                    ...     264.60   \n",
       "Venezuela (Bolivarian Republic of)         ...   31108.00   \n",
       "Viet Nam                                   ...   93448.00   \n",
       "Yemen                                      ...   26832.00   \n",
       "Zambia                                     ...   16212.00   \n",
       "Zimbabwe                                   ...   15603.00   \n",
       "\n",
       "2013-2017                                  total_pop_access_drinking  \\\n",
       "country                                                                \n",
       "Afghanistan                                                     55.3   \n",
       "Albania                                                         95.1   \n",
       "Algeria                                                         83.6   \n",
       "Andorra                                                        100.0   \n",
       "Angola                                                          49.0   \n",
       "Antigua and Barbuda                                             97.9   \n",
       "Argentina                                                       99.1   \n",
       "Armenia                                                        100.0   \n",
       "Australia                                                      100.0   \n",
       "Austria                                                        100.0   \n",
       "Azerbaijan                                                      87.0   \n",
       "Bahamas                                                         98.4   \n",
       "Bahrain                                                        100.0   \n",
       "Bangladesh                                                      86.9   \n",
       "Barbados                                                        99.7   \n",
       "Belarus                                                         99.7   \n",
       "Belgium                                                        100.0   \n",
       "Belize                                                          99.5   \n",
       "Benin                                                           77.9   \n",
       "Bhutan                                                         100.0   \n",
       "Bolivia (Plurinational State of)                                90.0   \n",
       "Bosnia and Herzegovina                                          99.9   \n",
       "Botswana                                                        96.2   \n",
       "Brazil                                                          98.1   \n",
       "Brunei Darussalam                                                NaN   \n",
       "Bulgaria                                                        99.4   \n",
       "Burkina Faso                                                    82.3   \n",
       "Burundi                                                         75.9   \n",
       "Cabo Verde                                                      91.7   \n",
       "Cambodia                                                        75.5   \n",
       "...                                                              ...   \n",
       "Swaziland                                                       74.1   \n",
       "Sweden                                                         100.0   \n",
       "Switzerland                                                    100.0   \n",
       "Syrian Arab Republic                                            90.1   \n",
       "Tajikistan                                                      73.8   \n",
       "Thailand                                                        97.8   \n",
       "The former Yugoslav Republic of Macedonia                       99.4   \n",
       "Timor-Leste                                                     71.9   \n",
       "Togo                                                            63.1   \n",
       "Tokelau                                                        100.0   \n",
       "Tonga                                                           99.6   \n",
       "Trinidad and Tobago                                             95.1   \n",
       "Tunisia                                                         97.7   \n",
       "Turkey                                                         100.0   \n",
       "Turkmenistan                                                     NaN   \n",
       "Tuvalu                                                          97.7   \n",
       "Uganda                                                          79.0   \n",
       "Ukraine                                                         96.2   \n",
       "United Arab Emirates                                            99.6   \n",
       "United Kingdom                                                 100.0   \n",
       "United Republic of Tanzania                                     55.6   \n",
       "United States of America                                        99.2   \n",
       "Uruguay                                                         99.7   \n",
       "Uzbekistan                                                       NaN   \n",
       "Vanuatu                                                         94.5   \n",
       "Venezuela (Bolivarian Republic of)                              93.1   \n",
       "Viet Nam                                                        97.6   \n",
       "Yemen                                                            NaN   \n",
       "Zambia                                                          65.4   \n",
       "Zimbabwe                                                        76.9   \n",
       "\n",
       "2013-2017                                  total_renewable  \\\n",
       "country                                                      \n",
       "Afghanistan                                        65.3300   \n",
       "Albania                                            30.2000   \n",
       "Algeria                                            11.6700   \n",
       "Andorra                                             0.3156   \n",
       "Angola                                            148.4000   \n",
       "Antigua and Barbuda                                 0.0520   \n",
       "Argentina                                         876.2000   \n",
       "Armenia                                             7.7690   \n",
       "Australia                                         492.0000   \n",
       "Austria                                            77.7000   \n",
       "Azerbaijan                                         34.6800   \n",
       "Bahamas                                             0.7000   \n",
       "Bahrain                                             0.1160   \n",
       "Bangladesh                                       1227.0000   \n",
       "Barbados                                            0.0800   \n",
       "Belarus                                            57.9000   \n",
       "Belgium                                            18.3000   \n",
       "Belize                                             21.7300   \n",
       "Benin                                              26.3900   \n",
       "Bhutan                                             78.0000   \n",
       "Bolivia (Plurinational State of)                  574.0000   \n",
       "Bosnia and Herzegovina                             37.5000   \n",
       "Botswana                                           12.2400   \n",
       "Brazil                                           8647.0000   \n",
       "Brunei Darussalam                                   8.5000   \n",
       "Bulgaria                                           21.3000   \n",
       "Burkina Faso                                       13.5000   \n",
       "Burundi                                            12.5400   \n",
       "Cabo Verde                                          0.3000   \n",
       "Cambodia                                          476.1000   \n",
       "...                                                    ...   \n",
       "Swaziland                                           4.5100   \n",
       "Sweden                                            174.0000   \n",
       "Switzerland                                        53.5000   \n",
       "Syrian Arab Republic                               16.8000   \n",
       "Tajikistan                                         21.9100   \n",
       "Thailand                                          438.6000   \n",
       "The former Yugoslav Republic of Macedonia           6.4000   \n",
       "Timor-Leste                                         8.2150   \n",
       "Togo                                               14.7000   \n",
       "Tokelau                                                NaN   \n",
       "Tonga                                                  NaN   \n",
       "Trinidad and Tobago                                 3.8400   \n",
       "Tunisia                                             4.6150   \n",
       "Turkey                                            211.6000   \n",
       "Turkmenistan                                       24.7700   \n",
       "Tuvalu                                                 NaN   \n",
       "Uganda                                             60.1000   \n",
       "Ukraine                                           175.3000   \n",
       "United Arab Emirates                                0.1500   \n",
       "United Kingdom                                    147.0000   \n",
       "United Republic of Tanzania                        96.2700   \n",
       "United States of America                         3069.0000   \n",
       "Uruguay                                           172.2000   \n",
       "Uzbekistan                                         48.8700   \n",
       "Vanuatu                                            10.0000   \n",
       "Venezuela (Bolivarian Republic of)               1325.0000   \n",
       "Viet Nam                                          884.1000   \n",
       "Yemen                                               2.1000   \n",
       "Zambia                                            104.8000   \n",
       "Zimbabwe                                           20.0000   \n",
       "\n",
       "2013-2017                                  total_renewable_groundwater  \\\n",
       "country                                                                  \n",
       "Afghanistan                                                     10.650   \n",
       "Albania                                                          6.200   \n",
       "Algeria                                                          1.517   \n",
       "Andorra                                                            NaN   \n",
       "Angola                                                          58.000   \n",
       "Antigua and Barbuda                                                NaN   \n",
       "Argentina                                                      128.000   \n",
       "Armenia                                                          4.311   \n",
       "Australia                                                       72.000   \n",
       "Austria                                                          6.000   \n",
       "Azerbaijan                                                       6.510   \n",
       "Bahamas                                                            NaN   \n",
       "Bahrain                                                          0.112   \n",
       "Bangladesh                                                      21.120   \n",
       "Barbados                                                         0.074   \n",
       "Belarus                                                         15.900   \n",
       "Belgium                                                          0.900   \n",
       "Belize                                                           7.510   \n",
       "Benin                                                            1.800   \n",
       "Bhutan                                                           8.100   \n",
       "Bolivia (Plurinational State of)                               130.000   \n",
       "Bosnia and Herzegovina                                          11.570   \n",
       "Botswana                                                         1.700   \n",
       "Brazil                                                         645.600   \n",
       "Brunei Darussalam                                                0.100   \n",
       "Bulgaria                                                         6.400   \n",
       "Burkina Faso                                                     9.500   \n",
       "Burundi                                                          7.470   \n",
       "Cabo Verde                                                       0.124   \n",
       "Cambodia                                                        17.600   \n",
       "...                                                                ...   \n",
       "Swaziland                                                        0.660   \n",
       "Sweden                                                          20.000   \n",
       "Switzerland                                                      2.500   \n",
       "Syrian Arab Republic                                             6.174   \n",
       "Tajikistan                                                       6.000   \n",
       "Thailand                                                        41.900   \n",
       "The former Yugoslav Republic of Macedonia                          NaN   \n",
       "Timor-Leste                                                      0.886   \n",
       "Togo                                                             5.700   \n",
       "Tokelau                                                            NaN   \n",
       "Tonga                                                              NaN   \n",
       "Trinidad and Tobago                                              0.614   \n",
       "Tunisia                                                          1.595   \n",
       "Turkey                                                          67.800   \n",
       "Turkmenistan                                                     0.405   \n",
       "Tuvalu                                                             NaN   \n",
       "Uganda                                                          29.000   \n",
       "Ukraine                                                         22.000   \n",
       "United Arab Emirates                                             0.120   \n",
       "United Kingdom                                                   9.800   \n",
       "United Republic of Tanzania                                     30.000   \n",
       "United States of America                                      1383.000   \n",
       "Uruguay                                                         22.900   \n",
       "Uzbekistan                                                       8.800   \n",
       "Vanuatu                                                          4.377   \n",
       "Venezuela (Bolivarian Republic of)                             227.000   \n",
       "Viet Nam                                                        71.420   \n",
       "Yemen                                                            1.500   \n",
       "Zambia                                                          47.000   \n",
       "Zimbabwe                                                         6.000   \n",
       "\n",
       "2013-2017                                  total_renewable_per_capita  \\\n",
       "country                                                                 \n",
       "Afghanistan                                                   2008.00   \n",
       "Albania                                                      10425.00   \n",
       "Algeria                                                        294.20   \n",
       "Andorra                                                       4479.00   \n",
       "Angola                                                        5931.00   \n",
       "Antigua and Barbuda                                            566.30   \n",
       "Argentina                                                    20181.00   \n",
       "Armenia                                                       2574.00   \n",
       "Australia                                                    20527.00   \n",
       "Austria                                                       9093.00   \n",
       "Azerbaijan                                                    3555.00   \n",
       "Bahamas                                                       1804.00   \n",
       "Bahrain                                                         84.24   \n",
       "Bangladesh                                                    7621.00   \n",
       "Barbados                                                       281.50   \n",
       "Belarus                                                       6097.00   \n",
       "Belgium                                                       1620.00   \n",
       "Belize                                                       60479.00   \n",
       "Benin                                                         2426.00   \n",
       "Bhutan                                                      100671.00   \n",
       "Bolivia (Plurinational State of)                             53520.00   \n",
       "Bosnia and Herzegovina                                        9843.00   \n",
       "Botswana                                                      5411.00   \n",
       "Brazil                                                       41603.00   \n",
       "Brunei Darussalam                                            20085.00   \n",
       "Bulgaria                                                      2979.00   \n",
       "Burkina Faso                                                   745.60   \n",
       "Burundi                                                       1122.00   \n",
       "Cabo Verde                                                     576.40   \n",
       "Cambodia                                                     30562.00   \n",
       "...                                                               ...   \n",
       "Swaziland                                                     3504.00   \n",
       "Sweden                                                       17793.00   \n",
       "Switzerland                                                   6447.00   \n",
       "Syrian Arab Republic                                           908.00   \n",
       "Tajikistan                                                    2583.00   \n",
       "Thailand                                                      6454.00   \n",
       "The former Yugoslav Republic of Macedonia                     3080.00   \n",
       "Timor-Leste                                                   6932.00   \n",
       "Togo                                                          2012.00   \n",
       "Tokelau                                                           NaN   \n",
       "Tonga                                                             NaN   \n",
       "Trinidad and Tobago                                           2824.00   \n",
       "Tunisia                                                        410.10   \n",
       "Turkey                                                        2690.00   \n",
       "Turkmenistan                                                  4609.00   \n",
       "Tuvalu                                                            NaN   \n",
       "Uganda                                                        1540.00   \n",
       "Ukraine                                                       3911.00   \n",
       "United Arab Emirates                                            16.38   \n",
       "United Kingdom                                                2271.00   \n",
       "United Republic of Tanzania                                   1800.00   \n",
       "United States of America                                      9538.00   \n",
       "Uruguay                                                      50175.00   \n",
       "Uzbekistan                                                    1635.00   \n",
       "Vanuatu                                                      37793.00   \n",
       "Venezuela (Bolivarian Republic of)                           42594.00   \n",
       "Viet Nam                                                      9461.00   \n",
       "Yemen                                                           78.26   \n",
       "Zambia                                                        6464.00   \n",
       "Zimbabwe                                                      1282.00   \n",
       "\n",
       "2013-2017                                  total_renewable_surface  urban_pop  \\\n",
       "country                                                                         \n",
       "Afghanistan                                                 55.680    8547.00   \n",
       "Albania                                                     26.350    1835.00   \n",
       "Algeria                                                     10.150   28739.00   \n",
       "Andorra                                                        NaN      68.90   \n",
       "Angola                                                     145.400   10052.00   \n",
       "Antigua and Barbuda                                            NaN      21.83   \n",
       "Argentina                                                  860.200   38677.00   \n",
       "Armenia                                                      4.858    1874.00   \n",
       "Australia                                                  440.000   21393.00   \n",
       "Austria                                                     77.700    5645.00   \n",
       "Azerbaijan                                                  32.520    5250.00   \n",
       "Bahamas                                                        NaN     321.20   \n",
       "Bahrain                                                      0.004    1207.00   \n",
       "Bangladesh                                                1206.000   54984.00   \n",
       "Barbados                                                     0.008      90.48   \n",
       "Belarus                                                     57.900    7099.00   \n",
       "Belgium                                                     18.300   10944.00   \n",
       "Belize                                                      21.730     152.80   \n",
       "Benin                                                       26.090    4782.00   \n",
       "Bhutan                                                      78.000     300.10   \n",
       "Bolivia (Plurinational State of)                           547.900    7553.00   \n",
       "Bosnia and Herzegovina                                      36.340    1519.00   \n",
       "Botswana                                                    10.640    1181.00   \n",
       "Brazil                                                    8647.000  174508.00   \n",
       "Brunei Darussalam                                            8.500     330.80   \n",
       "Bulgaria                                                    20.400    5260.00   \n",
       "Burkina Faso                                                 9.000    5349.00   \n",
       "Burundi                                                     12.540    1304.00   \n",
       "Cabo Verde                                                   0.181     333.10   \n",
       "Cambodia                                                   471.500    3249.00   \n",
       "...                                                            ...        ...   \n",
       "Swaziland                                                    4.510     273.90   \n",
       "Sweden                                                     173.000    8319.00   \n",
       "Switzerland                                                 53.500    6089.00   \n",
       "Syrian Arab Republic                                        12.630   12837.00   \n",
       "Tajikistan                                                  18.910    2306.00   \n",
       "Thailand                                                   427.400   33952.00   \n",
       "The former Yugoslav Republic of Macedonia                    6.400    1204.00   \n",
       "Timor-Leste                                                  8.129     384.30   \n",
       "Togo                                                        14.000    2866.00   \n",
       "Tokelau                                                        NaN       0.00   \n",
       "Tonga                                                          NaN      25.22   \n",
       "Trinidad and Tobago                                          3.740     113.70   \n",
       "Tunisia                                                      3.420    7510.00   \n",
       "Turkey                                                     171.800   56288.00   \n",
       "Turkmenistan                                                24.360    2689.00   \n",
       "Tuvalu                                                         NaN       5.92   \n",
       "Uganda                                                      60.100    6463.00   \n",
       "Ukraine                                                    170.300   31116.00   \n",
       "United Arab Emirates                                         0.150    8192.00   \n",
       "United Kingdom                                             146.200   52730.00   \n",
       "United Republic of Tanzania                                 92.270   16528.00   \n",
       "United States of America                                  2913.000  265361.00   \n",
       "Uruguay                                                    172.200    3269.00   \n",
       "Uzbekistan                                                  42.070   10804.00   \n",
       "Vanuatu                                                     10.000      68.95   \n",
       "Venezuela (Bolivarian Republic of)                        1303.000   27848.00   \n",
       "Viet Nam                                                   847.700   31372.00   \n",
       "Yemen                                                        2.000    8837.00   \n",
       "Zambia                                                     104.800    6351.00   \n",
       "Zimbabwe                                                    19.000    4871.00   \n",
       "\n",
       "2013-2017                                  urban_pop_access_drinking  \\\n",
       "country                                                                \n",
       "Afghanistan                                                     78.2   \n",
       "Albania                                                         94.9   \n",
       "Algeria                                                         84.3   \n",
       "Andorra                                                        100.0   \n",
       "Angola                                                          75.4   \n",
       "Antigua and Barbuda                                             97.9   \n",
       "Argentina                                                       99.0   \n",
       "Armenia                                                        100.0   \n",
       "Australia                                                      100.0   \n",
       "Austria                                                        100.0   \n",
       "Azerbaijan                                                      94.7   \n",
       "Bahamas                                                         98.4   \n",
       "Bahrain                                                        100.0   \n",
       "Bangladesh                                                      86.5   \n",
       "Barbados                                                        99.7   \n",
       "Belarus                                                         99.9   \n",
       "Belgium                                                        100.0   \n",
       "Belize                                                          98.9   \n",
       "Benin                                                           85.2   \n",
       "Bhutan                                                         100.0   \n",
       "Bolivia (Plurinational State of)                                96.7   \n",
       "Bosnia and Herzegovina                                          99.7   \n",
       "Botswana                                                        99.2   \n",
       "Brazil                                                         100.0   \n",
       "Brunei Darussalam                                                NaN   \n",
       "Bulgaria                                                        99.6   \n",
       "Burkina Faso                                                    97.5   \n",
       "Burundi                                                         91.1   \n",
       "Cabo Verde                                                      94.0   \n",
       "Cambodia                                                       100.0   \n",
       "...                                                              ...   \n",
       "Swaziland                                                       93.6   \n",
       "Sweden                                                         100.0   \n",
       "Switzerland                                                    100.0   \n",
       "Syrian Arab Republic                                            92.3   \n",
       "Tajikistan                                                      93.1   \n",
       "Thailand                                                        97.6   \n",
       "The former Yugoslav Republic of Macedonia                       99.8   \n",
       "Timor-Leste                                                     95.2   \n",
       "Togo                                                            91.4   \n",
       "Tokelau                                                          NaN   \n",
       "Tonga                                                           99.7   \n",
       "Trinidad and Tobago                                             95.1   \n",
       "Tunisia                                                        100.0   \n",
       "Turkey                                                         100.0   \n",
       "Turkmenistan                                                     NaN   \n",
       "Tuvalu                                                          98.3   \n",
       "Uganda                                                          95.5   \n",
       "Ukraine                                                         95.5   \n",
       "United Arab Emirates                                            99.6   \n",
       "United Kingdom                                                 100.0   \n",
       "United Republic of Tanzania                                     77.2   \n",
       "United States of America                                        99.4   \n",
       "Uruguay                                                        100.0   \n",
       "Uzbekistan                                                      98.5   \n",
       "Vanuatu                                                         98.9   \n",
       "Venezuela (Bolivarian Republic of)                              95.0   \n",
       "Viet Nam                                                        99.1   \n",
       "Yemen                                                            NaN   \n",
       "Zambia                                                          85.6   \n",
       "Zimbabwe                                                        97.0   \n",
       "\n",
       "2013-2017                                  water_total_external_renewable  \\\n",
       "country                                                                     \n",
       "Afghanistan                                                        18.180   \n",
       "Albania                                                             3.300   \n",
       "Algeria                                                             0.420   \n",
       "Andorra                                                               NaN   \n",
       "Angola                                                              0.400   \n",
       "Antigua and Barbuda                                                 0.000   \n",
       "Argentina                                                         584.200   \n",
       "Armenia                                                             0.910   \n",
       "Australia                                                           0.000   \n",
       "Austria                                                            22.700   \n",
       "Azerbaijan                                                         26.560   \n",
       "Bahamas                                                             0.000   \n",
       "Bahrain                                                             0.112   \n",
       "Bangladesh                                                       1122.000   \n",
       "Barbados                                                            0.000   \n",
       "Belarus                                                            23.900   \n",
       "Belgium                                                             6.300   \n",
       "Belize                                                              6.474   \n",
       "Benin                                                              16.090   \n",
       "Bhutan                                                              0.000   \n",
       "Bolivia (Plurinational State of)                                  270.500   \n",
       "Bosnia and Herzegovina                                              2.000   \n",
       "Botswana                                                            9.840   \n",
       "Brazil                                                           2986.000   \n",
       "Brunei Darussalam                                                   0.000   \n",
       "Bulgaria                                                            0.300   \n",
       "Burkina Faso                                                        1.000   \n",
       "Burundi                                                             2.476   \n",
       "Cabo Verde                                                          0.000   \n",
       "Cambodia                                                          355.500   \n",
       "...                                                                   ...   \n",
       "Swaziland                                                           1.870   \n",
       "Sweden                                                              3.000   \n",
       "Switzerland                                                        13.100   \n",
       "Syrian Arab Republic                                                9.670   \n",
       "Tajikistan                                                        -41.550   \n",
       "Thailand                                                          214.100   \n",
       "The former Yugoslav Republic of Macedonia                           1.000   \n",
       "Timor-Leste                                                         0.000   \n",
       "Togo                                                                3.200   \n",
       "Tokelau                                                             0.000   \n",
       "Tonga                                                               0.000   \n",
       "Trinidad and Tobago                                                 0.000   \n",
       "Tunisia                                                             0.420   \n",
       "Turkey                                                            -15.400   \n",
       "Turkmenistan                                                       23.360   \n",
       "Tuvalu                                                              0.000   \n",
       "Uganda                                                             21.100   \n",
       "Ukraine                                                           120.200   \n",
       "United Arab Emirates                                                0.000   \n",
       "United Kingdom                                                      2.000   \n",
       "United Republic of Tanzania                                        12.270   \n",
       "United States of America                                          251.000   \n",
       "Uruguay                                                            80.000   \n",
       "Uzbekistan                                                         32.530   \n",
       "Vanuatu                                                             0.000   \n",
       "Venezuela (Bolivarian Republic of)                                520.000   \n",
       "Viet Nam                                                          524.700   \n",
       "Yemen                                                               0.000   \n",
       "Zambia                                                             24.600   \n",
       "Zimbabwe                                                            7.740   \n",
       "\n",
       "2013-2017                                    gdp_bin  \n",
       "country                                               \n",
       "Afghanistan                                 Very low  \n",
       "Albania                                       Medium  \n",
       "Algeria                                       Medium  \n",
       "Andorra                                    Very high  \n",
       "Angola                                        Medium  \n",
       "Antigua and Barbuda                             High  \n",
       "Argentina                                       High  \n",
       "Armenia                                          Low  \n",
       "Australia                                  Very high  \n",
       "Austria                                    Very high  \n",
       "Azerbaijan                                    Medium  \n",
       "Bahamas                                    Very high  \n",
       "Bahrain                                    Very high  \n",
       "Bangladesh                                  Very low  \n",
       "Barbados                                        High  \n",
       "Belarus                                       Medium  \n",
       "Belgium                                    Very high  \n",
       "Belize                                        Medium  \n",
       "Benin                                       Very low  \n",
       "Bhutan                                           Low  \n",
       "Bolivia (Plurinational State of)                 Low  \n",
       "Bosnia and Herzegovina                        Medium  \n",
       "Botswana                                      Medium  \n",
       "Brazil                                          High  \n",
       "Brunei Darussalam                          Very high  \n",
       "Bulgaria                                      Medium  \n",
       "Burkina Faso                                Very low  \n",
       "Burundi                                     Very low  \n",
       "Cabo Verde                                       Low  \n",
       "Cambodia                                    Very low  \n",
       "...                                              ...  \n",
       "Swaziland                                        Low  \n",
       "Sweden                                     Very high  \n",
       "Switzerland                                Very high  \n",
       "Syrian Arab Republic                             NaN  \n",
       "Tajikistan                                  Very low  \n",
       "Thailand                                      Medium  \n",
       "The former Yugoslav Republic of Macedonia     Medium  \n",
       "Timor-Leste                                 Very low  \n",
       "Togo                                        Very low  \n",
       "Tokelau                                          NaN  \n",
       "Tonga                                         Medium  \n",
       "Trinidad and Tobago                        Very high  \n",
       "Tunisia                                       Medium  \n",
       "Turkey                                          High  \n",
       "Turkmenistan                                  Medium  \n",
       "Tuvalu                                           Low  \n",
       "Uganda                                      Very low  \n",
       "Ukraine                                          Low  \n",
       "United Arab Emirates                       Very high  \n",
       "United Kingdom                             Very high  \n",
       "United Republic of Tanzania                 Very low  \n",
       "United States of America                   Very high  \n",
       "Uruguay                                         High  \n",
       "Uzbekistan                                       Low  \n",
       "Vanuatu                                          Low  \n",
       "Venezuela (Bolivarian Republic of)              High  \n",
       "Viet Nam                                         Low  \n",
       "Yemen                                            Low  \n",
       "Zambia                                           Low  \n",
       "Zimbabwe                                    Very low  \n",
       "\n",
       "[199 rows x 55 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recent_corr = recent.corr().loc['gdp_per_capita'].drop(['gdp','gdp_per_capita'])\n",
    "recent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:27.456753Z",
     "start_time": "2017-06-04T02:07:27.427833Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def conditional_bar(series, bar_colors=None, color_labels=None, figsize=(13,24),\n",
    "                   xlabel=None, by=None, ylabel=None, title=None):\n",
    "    fig, ax  = plt.subplots(figsize=figsize)\n",
    "    if not bar_colors:\n",
    "        bar_colors = mpl.rcParams['axes.prop_cycle'].by_key()['color'][0]\n",
    "    plt.barh(range(len(series)),series.values, color=bar_colors)\n",
    "    plt.xlabel('' if not xlabel else xlabel);\n",
    "    plt.ylabel('' if not ylabel else ylabel)\n",
    "    plt.yticks(range(len(series)), series.index.tolist())\n",
    "    plt.title('' if not title else title);\n",
    "    plt.ylim([-1,len(series)]);\n",
    "    if color_labels:\n",
    "        for col, lab in color_labels.items():\n",
    "            plt.plot([], linestyle='',marker='s',c=col, label= lab);\n",
    "        lines, labels = ax.get_legend_handles_labels();\n",
    "        ax.legend(lines[-len(color_labels.keys()):], labels[-len(color_labels.keys()):], loc='upper right');\n",
    "    plt.close()\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:29.798423Z",
     "start_time": "2017-06-04T02:07:27.458360Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 936x1728 with 1 Axes>"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "image/png": {
       "height": 1376,
       "width": 917
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar_colors = ['#0055A7' if x else '#2C3E4F' for x in list(recent_corr.values < 0)]\n",
    "color_labels = {'#0055A7':'Negative correlation', '#2C3E4F':'Positive correlation'}\n",
    "\n",
    "conditional_bar(recent_corr.apply(np.abs).sort_values(), bar_colors, color_labels,\n",
    "               title='Magnitude of correlation with GDP per capita, 2013-2017',\n",
    "               xlabel='|Correlation|')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Target: GDP per capita, binned\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While correlation is useful for assessing  relationships, it is limited to only *linear* relationships. As we have seen though, there seem to be many non-linear relationships. We could assess correlation for log transformed variables (see the extras below), but we still may have non-linear relationships. One way to address this is to bin variables into categories and look at the distribution of other variables for each category. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:30.423910Z",
     "start_time": "2017-06-04T02:07:29.800741Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 507,
       "width": 739
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist(recent, 'gdp_per_capita', xlabel='GDP per capita ($)', \n",
    "         ylabel='Number of countries', \n",
    "          title='Distribution of GDP per capita, 2013-2017');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:31.359620Z",
     "start_time": "2017-06-04T02:07:30.425350Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 734
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist(recent, 'gdp_per_capita', xlabel='GDP per capita ($)', logx=True, \n",
    "         ylabel='Number of countries', bins=25,\n",
    "          title='Distribution of log GDP per capita, 2013-2017');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at `gdp_per_capita` binned into quintiles. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:31.367489Z",
     "start_time": "2017-06-04T02:07:31.361074Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "capita_bins = ['Very low', 'Low', 'Medium', 'High', 'Very high']\n",
    "recent['gdp_bin'] = pd.qcut(recent.gdp_per_capita, 5, capita_bins)\n",
    "bin_ranges = pd.qcut(recent.gdp_per_capita, 5).unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take our histogram function from before and add in the ability to color by category. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:31.416428Z",
     "start_time": "2017-06-04T02:07:31.369246Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def plot_hist(df, variable, bins=None, xlabel=None, by=None,\n",
    "              ylabel=None, title=None, logx=False, ax=None):\n",
    "    if not ax:\n",
    "        fig, ax = plt.subplots(figsize=(12, 8))\n",
    "    if logx:\n",
    "        bins = np.logspace(np.log10(df[variable].min()),\n",
    "                           np.log10(df[variable].max()), bins)\n",
    "        ax.set_xscale(\"log\")\n",
    "\n",
    "    if by:\n",
    "        if type(df[by].unique()) == pd.core.categorical.Categorical:\n",
    "            cats = df[by].unique().categories.tolist()\n",
    "        else:\n",
    "            cats = df[by].unique().tolist()\n",
    "\n",
    "        for cat in cats:\n",
    "            to_plot = df[df[by] == cat][variable].dropna()\n",
    "            ax.hist(to_plot, bins=bins);\n",
    "    else:\n",
    "        ax.hist(df[variable].dropna().values, bins=bins);\n",
    "\n",
    "    if xlabel:\n",
    "        ax.set_xlabel(xlabel);\n",
    "    if ylabel:\n",
    "        ax.set_ylabel(ylabel);\n",
    "    if title:\n",
    "        ax.set_title(title);\n",
    "\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:32.598225Z",
     "start_time": "2017-06-04T02:07:31.418279Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'pandas.core' has no attribute 'categorical'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-29-b7e5c03f33af>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m plot_hist(recent, 'gdp_per_capita', xlabel='GDP per capita ($)', logx=True, \n\u001b[0;32m      2\u001b[0m          \u001b[0mylabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'Number of countries'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m25\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'gdp_bin'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m           title='Distribution of log GDP per capita, 2013-2017')\n\u001b[0m",
      "\u001b[1;32m<ipython-input-28-c15a5e5a73bf>\u001b[0m in \u001b[0;36mplot_hist\u001b[1;34m(df, variable, bins, xlabel, by, ylabel, title, logx, ax)\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mby\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m         \u001b[1;32mif\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mby\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcategorical\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mCategorical\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m             \u001b[0mcats\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mby\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munique\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcategories\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: module 'pandas.core' has no attribute 'categorical'"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 488,
       "width": 722
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_hist(recent, 'gdp_per_capita', xlabel='GDP per capita ($)', logx=True, \n",
    "         ylabel='Number of countries', bins=25, by='gdp_bin',\n",
    "          title='Distribution of log GDP per capita, 2013-2017')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have a CATEGORICAL X CONTINUOUS analysis. Let's look at the distribution of a few variables for each gdp group. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:33.349205Z",
     "start_time": "2017-06-04T02:07:32.599722Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 295,
       "width": 562
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent[['gdp_bin','total_pop_access_drinking']].boxplot(by='gdp_bin');\n",
    "# plt.ylim([0,100000]);\n",
    "plt.title('Distribution of percent of total population with access to drinking water across gdp per capita categories');\n",
    "plt.xlabel('GDP per capita quintile');\n",
    "plt.ylabel('Total population of country');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:33.360266Z",
     "start_time": "2017-06-04T02:07:33.350760Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [],
   "source": [
    "def mult_boxplots(df, variable, category, \n",
    "                  xlabel=None, ylabel=None, title=None,\n",
    "                  ylim=None):\n",
    "    df[[variable, category]].boxplot(by=category);\n",
    "    \n",
    "    if xlabel:\n",
    "        plt.xlabel(xlabel);\n",
    "    if ylabel:\n",
    "        plt.ylabel(ylabel);\n",
    "    if title:\n",
    "        plt.title(title);\n",
    "    if ylim:\n",
    "        plt.ylim(ylim);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-06-04T02:07:34.019909Z",
     "start_time": "2017-06-04T02:07:33.361893Z"
    },
    "run_control": {
     "frozen": false,
     "read_only": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 295,
       "width": 390
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mult_boxplots(recent, 'flood_occurence', 'gdp_bin',\n",
    "             xlabel='GDP per capita quintile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "nav_menu": {},
  "toc": {
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 6,
   "toc_cell": true,
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
